{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "*This notebook serves as an example of how to run the FinAI evaluation harness to benchmark models across various financial datasets.*" ] }, { "cell_type": "markdown", "metadata": { "id": "1cS0GtlOYJh4" }, "source": [ "**Important: When you run, make sure you choose runtime A100 GPU (Google Colab)**" ] }, { "cell_type": "markdown", "metadata": { "id": "I3E8BvAE5GEM" }, "source": [ "Clone the repo and install required dependencies" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "uYf2Zhg65I_9", "outputId": "99a2ba9d-2cde-4b2b-e953-7d76df633d3c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fatal: destination path 'PIXIU' already exists and is not an empty directory.\n", "/content/PIXIU\n", "Processing ./src/factscore_package/en_core_web_sm-3.7.1.tar.gz\n", " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 1)) (4.42.4)\n", "Requirement already satisfied: peft in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 2)) (0.12.0)\n", "Requirement already satisfied: gradio in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 3)) (3.50.2)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 4)) (4.66.5)\n", "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 5)) (1.3.2)\n", "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 6)) (0.1.99)\n", "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 7)) (2.1.4)\n", "Requirement already satisfied: seqeval in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 8)) (1.2.2)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 9)) (1.26.4)\n", "Requirement already satisfied: evaluate in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 10)) (0.4.2)\n", "Requirement already satisfied: openai in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 11)) (1.43.0)\n", "Requirement already satisfied: rank_bm25 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 12)) (0.2.2)\n", "Requirement already satisfied: spacy in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 13)) (3.7.6)\n", "Requirement already satisfied: sentence_transformers in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 14)) (3.0.1)\n", "Requirement already satisfied: vllm==0.2.7 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 16)) (0.2.7)\n", "Requirement already satisfied: ninja in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (1.11.1.1)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (5.9.5)\n", "Requirement already satisfied: ray>=2.5.1 in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (2.35.0)\n", "Requirement already satisfied: torch==2.1.2 in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (2.1.2)\n", "Requirement already satisfied: xformers==0.0.23.post1 in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (0.0.23.post1)\n", "Requirement already satisfied: fastapi in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (0.112.2)\n", "Requirement already satisfied: uvicorn[standard] in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (0.30.6)\n", "Requirement already satisfied: pydantic==1.10.13 in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (1.10.13)\n", "Requirement already satisfied: aioprometheus[starlette] in /usr/local/lib/python3.10/dist-packages (from vllm==0.2.7->-r requirements.txt (line 16)) (23.12.0)\n", "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from pydantic==1.10.13->vllm==0.2.7->-r requirements.txt (line 16)) (4.12.2)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (3.15.4)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (1.13.2)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (3.3)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (3.1.4)\n", "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (2024.6.1)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (12.1.105)\n", "Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (8.9.2.26)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (12.1.3.1)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (11.0.2.54)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (10.3.2.106)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (11.4.5.107)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (12.1.0.106)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.18.1 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (2.18.1)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (12.1.105)\n", "Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (2.1.0)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (12.6.68)\n", "Requirement already satisfied: huggingface-hub<1.0,>=0.23.2 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 1)) (0.23.5)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 1)) (24.1)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 1)) (6.0.2)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 1)) (2024.5.15)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 1)) (2.32.3)\n", "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 1)) (0.4.4)\n", "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 1)) (0.19.1)\n", "Requirement already satisfied: accelerate>=0.21.0 in /usr/local/lib/python3.10/dist-packages (from peft->-r requirements.txt (line 2)) (0.32.1)\n", "Requirement already satisfied: aiofiles<24.0,>=22.0 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (23.2.1)\n", "Requirement already satisfied: altair<6.0,>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (4.2.2)\n", "Requirement already satisfied: ffmpy in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (0.4.0)\n", "Requirement already satisfied: gradio-client==0.6.1 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (0.6.1)\n", "Requirement already satisfied: httpx in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (0.27.2)\n", "Requirement already satisfied: importlib-resources<7.0,>=1.3 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (6.4.4)\n", "Requirement already satisfied: markupsafe~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (2.1.5)\n", "Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (3.7.1)\n", "Requirement already satisfied: orjson~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (3.10.7)\n", "Requirement already satisfied: pillow<11.0,>=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (9.4.0)\n", "Requirement already satisfied: pydub in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (0.25.1)\n", "Requirement already satisfied: python-multipart in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (0.0.9)\n", "Requirement already satisfied: semantic-version~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (2.10.0)\n", "Requirement already satisfied: websockets<12.0,>=10.0 in /usr/local/lib/python3.10/dist-packages (from gradio->-r requirements.txt (line 3)) (11.0.3)\n", "Requirement already satisfied: scipy>=1.5.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->-r requirements.txt (line 5)) (1.13.1)\n", "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->-r requirements.txt (line 5)) (1.4.2)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->-r requirements.txt (line 5)) (3.5.0)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->-r requirements.txt (line 7)) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->-r requirements.txt (line 7)) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->-r requirements.txt (line 7)) (2024.1)\n", "Requirement already satisfied: datasets>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from evaluate->-r requirements.txt (line 10)) (2.21.0)\n", "Requirement already satisfied: dill in /usr/local/lib/python3.10/dist-packages (from evaluate->-r requirements.txt (line 10)) (0.3.8)\n", "Requirement already satisfied: xxhash in /usr/local/lib/python3.10/dist-packages (from evaluate->-r requirements.txt (line 10)) (3.5.0)\n", "Requirement already satisfied: multiprocess in /usr/local/lib/python3.10/dist-packages (from evaluate->-r requirements.txt (line 10)) (0.70.16)\n", "Requirement already satisfied: anyio<5,>=3.5.0 in /usr/local/lib/python3.10/dist-packages (from openai->-r requirements.txt (line 11)) (3.7.1)\n", "Requirement already satisfied: distro<2,>=1.7.0 in /usr/lib/python3/dist-packages (from openai->-r requirements.txt (line 11)) (1.7.0)\n", "Requirement already satisfied: jiter<1,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from openai->-r requirements.txt (line 11)) (0.5.0)\n", "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from openai->-r requirements.txt (line 11)) (1.3.1)\n", "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (3.0.12)\n", "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (1.0.5)\n", "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (1.0.10)\n", "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (2.0.8)\n", "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (3.0.9)\n", "Requirement already satisfied: thinc<8.3.0,>=8.2.2 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (8.2.5)\n", "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (1.1.3)\n", "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (2.4.8)\n", "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (2.0.10)\n", "Requirement already satisfied: weasel<0.5.0,>=0.1.0 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (0.4.1)\n", "Requirement already satisfied: typer<1.0.0,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (0.12.5)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (71.0.4)\n", "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy->-r requirements.txt (line 13)) (3.4.0)\n", "Requirement already satisfied: entrypoints in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio->-r requirements.txt (line 3)) (0.4)\n", "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio->-r requirements.txt (line 3)) (4.23.0)\n", "Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio->-r requirements.txt (line 3)) (0.12.1)\n", "Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->openai->-r requirements.txt (line 11)) (3.8)\n", "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->openai->-r requirements.txt (line 11)) (1.2.2)\n", "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->evaluate->-r requirements.txt (line 10)) (17.0.0)\n", "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->evaluate->-r requirements.txt (line 10)) (3.10.5)\n", "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from httpx->gradio->-r requirements.txt (line 3)) (2024.7.4)\n", "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx->gradio->-r requirements.txt (line 3)) (1.0.5)\n", "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.10/dist-packages (from httpcore==1.*->httpx->gradio->-r requirements.txt (line 3)) (0.14.0)\n", "Requirement already satisfied: language-data>=1.2 in /usr/local/lib/python3.10/dist-packages (from langcodes<4.0.0,>=3.2.0->spacy->-r requirements.txt (line 13)) (1.2.0)\n", "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio->-r requirements.txt (line 3)) (1.2.1)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio->-r requirements.txt (line 3)) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio->-r requirements.txt (line 3)) (4.53.1)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio->-r requirements.txt (line 3)) (1.4.5)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio->-r requirements.txt (line 3)) (3.1.4)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->-r requirements.txt (line 7)) (1.16.0)\n", "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.2.7->-r requirements.txt (line 16)) (8.1.7)\n", "Requirement already satisfied: msgpack<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.2.7->-r requirements.txt (line 16)) (1.0.8)\n", "Requirement already satisfied: protobuf!=3.19.5,>=3.15.3 in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.2.7->-r requirements.txt (line 16)) (3.20.3)\n", "Requirement already satisfied: aiosignal in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.2.7->-r requirements.txt (line 16)) (1.3.1)\n", "Requirement already satisfied: frozenlist in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.2.7->-r requirements.txt (line 16)) (1.4.1)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers->-r requirements.txt (line 1)) (3.3.2)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers->-r requirements.txt (line 1)) (2.0.7)\n", "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.3.0,>=8.2.2->spacy->-r requirements.txt (line 13)) (0.7.11)\n", "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.3.0,>=8.2.2->spacy->-r requirements.txt (line 13)) (0.1.5)\n", "Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0.0,>=0.3.0->spacy->-r requirements.txt (line 13)) (1.5.4)\n", "Requirement already satisfied: rich>=10.11.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0.0,>=0.3.0->spacy->-r requirements.txt (line 13)) (13.8.0)\n", "Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from weasel<0.5.0,>=0.1.0->spacy->-r requirements.txt (line 13)) (0.18.1)\n", "Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in /usr/local/lib/python3.10/dist-packages (from weasel<0.5.0,>=0.1.0->spacy->-r requirements.txt (line 13)) (7.0.4)\n", "Requirement already satisfied: quantile-python>=1.1 in /usr/local/lib/python3.10/dist-packages (from aioprometheus[starlette]->vllm==0.2.7->-r requirements.txt (line 16)) (1.1)\n", "Requirement already satisfied: starlette>=0.14.2 in /usr/local/lib/python3.10/dist-packages (from aioprometheus[starlette]->vllm==0.2.7->-r requirements.txt (line 16)) (0.38.2)\n", "Requirement already satisfied: httptools>=0.5.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.2.7->-r requirements.txt (line 16)) (0.6.1)\n", "Requirement already satisfied: python-dotenv>=0.13 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.2.7->-r requirements.txt (line 16)) (1.0.1)\n", "Requirement already satisfied: uvloop!=0.15.0,!=0.15.1,>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.2.7->-r requirements.txt (line 16)) (0.20.0)\n", "Requirement already satisfied: watchfiles>=0.13 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.2.7->-r requirements.txt (line 16)) (0.24.0)\n", "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate->-r requirements.txt (line 10)) (2.4.0)\n", "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate->-r requirements.txt (line 10)) (24.2.0)\n", "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate->-r requirements.txt (line 10)) (6.0.5)\n", "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate->-r requirements.txt (line 10)) (1.9.4)\n", "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate->-r requirements.txt (line 10)) (4.0.3)\n", "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio->-r requirements.txt (line 3)) (2023.12.1)\n", "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio->-r requirements.txt (line 3)) (0.35.1)\n", "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio->-r requirements.txt (line 3)) (0.20.0)\n", "Requirement already satisfied: marisa-trie>=0.7.7 in /usr/local/lib/python3.10/dist-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy->-r requirements.txt (line 13)) (1.2.0)\n", "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy->-r requirements.txt (line 13)) (3.0.0)\n", "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy->-r requirements.txt (line 13)) (2.16.1)\n", "Requirement already satisfied: wrapt in /usr/local/lib/python3.10/dist-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.1.0->spacy->-r requirements.txt (line 13)) (1.16.0)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch==2.1.2->vllm==0.2.7->-r requirements.txt (line 16)) (1.3.0)\n", "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy->-r requirements.txt (line 13)) (0.1.2)\n", "Building wheels for collected packages: en_core_web_sm\n", " Building wheel for en_core_web_sm (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for en_core_web_sm: filename=en_core_web_sm-3.7.1-py3-none-any.whl size=12803373 sha256=dca44a62aa0d8de1166dd6300f3aa129f03bade84d6d218facbed56314eafe2d\n", " Stored in directory: /root/.cache/pip/wheels/64/e9/df/1c136b2b33655373f405db67954521cfd390f783090c2df8a0\n", "Successfully built en_core_web_sm\n", "Installing collected packages: en_core_web_sm\n", " Attempting uninstall: en_core_web_sm\n", " Found existing installation: en_core_web_sm 3.7.1\n", " Uninstalling en_core_web_sm-3.7.1:\n", " Successfully uninstalled en_core_web_sm-3.7.1\n", "Successfully installed en_core_web_sm-3.7.1\n", "/content/PIXIU/src/financial-evaluation\n", "Obtaining file:///content/PIXIU/src/financial-evaluation\n", " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", "Requirement already satisfied: datasets>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (2.21.0)\n", "Requirement already satisfied: einops in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (0.8.0)\n", "Requirement already satisfied: jsonlines in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (4.0.0)\n", "Requirement already satisfied: numexpr in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (2.10.1)\n", "Requirement already satisfied: openai>=0.6.4 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (1.43.0)\n", "Requirement already satisfied: omegaconf>=2.2 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (2.3.0)\n", "Requirement already satisfied: peft>=0.2.0 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (0.12.0)\n", "Requirement already satisfied: pybind11>=2.6.2 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (2.13.5)\n", "Requirement already satisfied: pycountry in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (24.6.1)\n", "Requirement already satisfied: pytablewriter in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (1.2.0)\n", "Requirement already satisfied: rouge-score>=0.0.4 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (0.1.2)\n", "Requirement already satisfied: sacrebleu==1.5.0 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (1.5.0)\n", "Requirement already satisfied: scikit-learn>=0.24.1 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (1.3.2)\n", "Requirement already satisfied: sqlitedict in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (2.1.0)\n", "Requirement already satisfied: torch>=1.7 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (2.1.2)\n", "Requirement already satisfied: tqdm-multiprocess in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (0.0.11)\n", "Requirement already satisfied: transformers>=4.1 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (4.42.4)\n", "Requirement already satisfied: zstandard in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (0.23.0)\n", "Requirement already satisfied: accelerate>=0.17.1 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (0.32.1)\n", "Requirement already satisfied: portalocker in /usr/local/lib/python3.10/dist-packages (from sacrebleu==1.5.0->lm_eval==0.3.0) (2.10.1)\n", "Requirement already satisfied: nagisa>=0.2.7 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (0.2.11)\n", "Requirement already satisfied: jieba>=0.42.1 in /usr/local/lib/python3.10/dist-packages (from lm_eval==0.3.0) (0.42.1)\n", "Requirement already satisfied: numpy<2.0.0,>=1.17 in /usr/local/lib/python3.10/dist-packages (from accelerate>=0.17.1->lm_eval==0.3.0) (1.26.4)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from accelerate>=0.17.1->lm_eval==0.3.0) (24.1)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate>=0.17.1->lm_eval==0.3.0) (5.9.5)\n", "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from accelerate>=0.17.1->lm_eval==0.3.0) (6.0.2)\n", "Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.10/dist-packages (from accelerate>=0.17.1->lm_eval==0.3.0) (0.23.5)\n", "Requirement already satisfied: safetensors>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from accelerate>=0.17.1->lm_eval==0.3.0) (0.4.4)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (3.15.4)\n", "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (17.0.0)\n", "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (0.3.8)\n", "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (2.1.4)\n", "Requirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (2.32.3)\n", "Requirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (4.66.5)\n", "Requirement already satisfied: xxhash in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (3.5.0)\n", "Requirement already satisfied: multiprocess in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (0.70.16)\n", "Requirement already satisfied: fsspec<=2024.6.1,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]<=2024.6.1,>=2023.1.0->datasets>=2.0.0->lm_eval==0.3.0) (2024.6.1)\n", "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->lm_eval==0.3.0) (3.10.5)\n", "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from nagisa>=0.2.7->lm_eval==0.3.0) (1.16.0)\n", "Requirement already satisfied: DyNet38 in /usr/local/lib/python3.10/dist-packages (from nagisa>=0.2.7->lm_eval==0.3.0) (2.2)\n", "Requirement already satisfied: antlr4-python3-runtime==4.9.* in /usr/local/lib/python3.10/dist-packages (from omegaconf>=2.2->lm_eval==0.3.0) (4.9.3)\n", "Requirement already satisfied: anyio<5,>=3.5.0 in /usr/local/lib/python3.10/dist-packages (from openai>=0.6.4->lm_eval==0.3.0) (3.7.1)\n", "Requirement already satisfied: distro<2,>=1.7.0 in /usr/lib/python3/dist-packages (from openai>=0.6.4->lm_eval==0.3.0) (1.7.0)\n", "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from openai>=0.6.4->lm_eval==0.3.0) (0.27.2)\n", "Requirement already satisfied: jiter<1,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from openai>=0.6.4->lm_eval==0.3.0) (0.5.0)\n", "Requirement already satisfied: pydantic<3,>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from openai>=0.6.4->lm_eval==0.3.0) (1.10.13)\n", "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from openai>=0.6.4->lm_eval==0.3.0) (1.3.1)\n", "Requirement already satisfied: typing-extensions<5,>=4.11 in /usr/local/lib/python3.10/dist-packages (from openai>=0.6.4->lm_eval==0.3.0) (4.12.2)\n", "Requirement already satisfied: absl-py in /usr/local/lib/python3.10/dist-packages (from rouge-score>=0.0.4->lm_eval==0.3.0) (1.4.0)\n", "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (from rouge-score>=0.0.4->lm_eval==0.3.0) (3.8.1)\n", "Requirement already satisfied: scipy>=1.5.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.24.1->lm_eval==0.3.0) (1.13.1)\n", "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.24.1->lm_eval==0.3.0) (1.4.2)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.24.1->lm_eval==0.3.0) (3.5.0)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (1.13.2)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (3.3)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (3.1.4)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (12.1.105)\n", "Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (8.9.2.26)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (12.1.3.1)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (11.0.2.54)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (10.3.2.106)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (11.4.5.107)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (12.1.0.106)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.18.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (2.18.1)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (12.1.105)\n", "Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->lm_eval==0.3.0) (2.1.0)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.7->lm_eval==0.3.0) (12.6.68)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.1->lm_eval==0.3.0) (2024.5.15)\n", "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.1->lm_eval==0.3.0) (0.19.1)\n", "Requirement already satisfied: attrs>=19.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonlines->lm_eval==0.3.0) (24.2.0)\n", "Requirement already satisfied: setuptools>=38.3.0 in /usr/local/lib/python3.10/dist-packages (from pytablewriter->lm_eval==0.3.0) (71.0.4)\n", "Requirement already satisfied: DataProperty<2,>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from pytablewriter->lm_eval==0.3.0) (1.0.1)\n", "Requirement already satisfied: mbstrdecoder<2,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from pytablewriter->lm_eval==0.3.0) (1.1.3)\n", "Requirement already satisfied: pathvalidate<4,>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from pytablewriter->lm_eval==0.3.0) (3.2.1)\n", "Requirement already satisfied: tabledata<2,>=1.3.1 in /usr/local/lib/python3.10/dist-packages (from pytablewriter->lm_eval==0.3.0) (1.3.3)\n", "Requirement already satisfied: tcolorpy<1,>=0.0.5 in /usr/local/lib/python3.10/dist-packages (from pytablewriter->lm_eval==0.3.0) (0.1.6)\n", "Requirement already satisfied: typepy<2,>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from typepy[datetime]<2,>=1.3.2->pytablewriter->lm_eval==0.3.0) (1.3.2)\n", "Requirement already satisfied: colorama in /usr/local/lib/python3.10/dist-packages (from tqdm-multiprocess->lm_eval==0.3.0) (0.4.6)\n", "Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->openai>=0.6.4->lm_eval==0.3.0) (3.8)\n", "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->openai>=0.6.4->lm_eval==0.3.0) (1.2.2)\n", "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->lm_eval==0.3.0) (2.4.0)\n", "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->lm_eval==0.3.0) (1.3.1)\n", "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->lm_eval==0.3.0) (1.4.1)\n", "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->lm_eval==0.3.0) (6.0.5)\n", "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->lm_eval==0.3.0) (1.9.4)\n", "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->lm_eval==0.3.0) (4.0.3)\n", "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->openai>=0.6.4->lm_eval==0.3.0) (2024.7.4)\n", "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->openai>=0.6.4->lm_eval==0.3.0) (1.0.5)\n", "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.10/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai>=0.6.4->lm_eval==0.3.0) (0.14.0)\n", "Requirement already satisfied: chardet<6,>=3.0.4 in /usr/local/lib/python3.10/dist-packages (from mbstrdecoder<2,>=1.0.0->pytablewriter->lm_eval==0.3.0) (5.2.0)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets>=2.0.0->lm_eval==0.3.0) (3.3.2)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets>=2.0.0->lm_eval==0.3.0) (2.0.7)\n", "Requirement already satisfied: python-dateutil<3.0.0,>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from typepy[datetime]<2,>=1.3.2->pytablewriter->lm_eval==0.3.0) (2.8.2)\n", "Requirement already satisfied: pytz>=2018.9 in /usr/local/lib/python3.10/dist-packages (from typepy[datetime]<2,>=1.3.2->pytablewriter->lm_eval==0.3.0) (2024.1)\n", "Requirement already satisfied: cython in /usr/local/lib/python3.10/dist-packages (from DyNet38->nagisa>=0.2.7->lm_eval==0.3.0) (3.0.11)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.7->lm_eval==0.3.0) (2.1.5)\n", "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk->rouge-score>=0.0.4->lm_eval==0.3.0) (8.1.7)\n", "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets>=2.0.0->lm_eval==0.3.0) (2024.1)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.7->lm_eval==0.3.0) (1.3.0)\n", "Installing collected packages: lm_eval\n", " Attempting uninstall: lm_eval\n", " Found existing installation: lm_eval 0.3.0\n", " Uninstalling lm_eval-0.3.0:\n", " Successfully uninstalled lm_eval-0.3.0\n", " Running setup.py develop for lm_eval\n", "\u001b[33mWARNING: Ignoring invalid distribution -vidia-cudnn-cu12 (/usr/local/lib/python3.10/dist-packages)\u001b[0m\u001b[33m\n", "\u001b[0mSuccessfully installed lm_eval\n", "\u001b[33mWARNING: Ignoring invalid distribution -vidia-cudnn-cu12 (/usr/local/lib/python3.10/dist-packages)\u001b[0m\u001b[33m\n", "\u001b[0mRequirement already satisfied: bert_score in /usr/local/lib/python3.10/dist-packages (0.3.13)\n", "Requirement already satisfied: torch>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from bert_score) (2.1.2)\n", "Requirement already satisfied: pandas>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from bert_score) (2.1.4)\n", "Requirement already satisfied: transformers>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from bert_score) (4.42.4)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from bert_score) (1.26.4)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from bert_score) (2.32.3)\n", "Requirement already satisfied: tqdm>=4.31.1 in /usr/local/lib/python3.10/dist-packages (from bert_score) (4.66.5)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from bert_score) (3.7.1)\n", "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/dist-packages (from bert_score) (24.1)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.0.1->bert_score) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.0.1->bert_score) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.0.1->bert_score) (2024.1)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (3.15.4)\n", "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (4.12.2)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (1.13.2)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (3.3)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (3.1.4)\n", "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (2024.6.1)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (12.1.105)\n", "Collecting nvidia-cudnn-cu12==8.9.2.26 (from torch>=1.0.0->bert_score)\n", " Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (12.1.3.1)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (11.0.2.54)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (10.3.2.106)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (11.4.5.107)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (12.1.0.106)\n", "Collecting nvidia-nccl-cu12==2.18.1 (from torch>=1.0.0->bert_score)\n", " Using cached nvidia_nccl_cu12-2.18.1-py3-none-manylinux1_x86_64.whl.metadata (1.8 kB)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.0.0->bert_score) (12.1.105)\n", "Collecting triton==2.1.0 (from torch>=1.0.0->bert_score)\n", " Using cached triton-2.1.0-0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (1.3 kB)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.0.0->bert_score) (12.6.68)\n", "Requirement already satisfied: huggingface-hub<1.0,>=0.23.2 in /usr/local/lib/python3.10/dist-packages (from transformers>=3.0.0->bert_score) (0.23.5)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers>=3.0.0->bert_score) (6.0.2)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers>=3.0.0->bert_score) (2024.5.15)\n", "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers>=3.0.0->bert_score) (0.4.4)\n", "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers>=3.0.0->bert_score) (0.19.1)\n", "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->bert_score) (1.2.1)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->bert_score) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->bert_score) (4.53.1)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->bert_score) (1.4.5)\n", "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->bert_score) (9.4.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->bert_score) (3.1.4)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->bert_score) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->bert_score) (3.8)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->bert_score) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->bert_score) (2024.7.4)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas>=1.0.1->bert_score) (1.16.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.0.0->bert_score) (2.1.5)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.0.0->bert_score) (1.3.0)\n", "Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl (731.7 MB)\n", "Using cached nvidia_nccl_cu12-2.18.1-py3-none-manylinux1_x86_64.whl (209.8 MB)\n", "Using cached triton-2.1.0-0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (89.2 MB)\n", "\u001b[33mWARNING: Ignoring invalid distribution -vidia-cudnn-cu12 (/usr/local/lib/python3.10/dist-packages)\u001b[0m\u001b[33m\n", "\u001b[0mInstalling collected packages: triton, nvidia-nccl-cu12, nvidia-cudnn-cu12\n", " Attempting uninstall: triton\n", " Found existing installation: triton 3.0.0\n", " Uninstalling triton-3.0.0:\n", " Successfully uninstalled triton-3.0.0\n", " Attempting uninstall: nvidia-nccl-cu12\n", " Found existing installation: nvidia-nccl-cu12 2.20.5\n", " Uninstalling nvidia-nccl-cu12-2.20.5:\n", " Successfully uninstalled nvidia-nccl-cu12-2.20.5\n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "torchaudio 2.4.0+cu121 requires torch==2.4.0, but you have torch 2.1.2 which is incompatible.\n", "torchvision 0.19.0+cu121 requires torch==2.4.0, but you have torch 2.1.2 which is incompatible.\u001b[0m\u001b[31m\n", "\u001b[0mSuccessfully installed nvidia-cudnn-cu12-8.9.2.26 nvidia-nccl-cu12-2.18.1 triton-2.1.0\n", "Requirement already satisfied: gdown in /usr/local/lib/python3.10/dist-packages (5.1.0)\n", "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from gdown) (4.12.3)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from gdown) (3.15.4)\n", "Requirement already satisfied: requests[socks] in /usr/local/lib/python3.10/dist-packages (from gdown) (2.32.3)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from gdown) (4.66.5)\n", "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4->gdown) (2.6)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (3.8)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (2024.7.4)\n", "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (1.7.1)\n", "Collecting vllm==0.5.4\n", " Using cached vllm-0.5.4-cp38-abi3-manylinux1_x86_64.whl.metadata (1.8 kB)\n", "Requirement already satisfied: cmake>=3.21 in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (3.30.2)\n", "Requirement already satisfied: ninja in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (1.11.1.1)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (5.9.5)\n", "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (0.1.99)\n", "Requirement already satisfied: numpy<2.0.0 in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (1.26.4)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (2.32.3)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (4.66.5)\n", "Requirement already satisfied: py-cpuinfo in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (9.0.0)\n", "Collecting transformers>=4.43.2 (from vllm==0.5.4)\n", " Using cached transformers-4.44.2-py3-none-any.whl.metadata (43 kB)\n", "Requirement already satisfied: tokenizers>=0.19.1 in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (0.19.1)\n", "Requirement already satisfied: fastapi in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (0.112.2)\n", "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (3.10.5)\n", "Requirement already satisfied: openai in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (1.43.0)\n", "Requirement already satisfied: uvicorn[standard] in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (0.30.6)\n", "Collecting pydantic>=2.0 (from vllm==0.5.4)\n", " Using cached pydantic-2.8.2-py3-none-any.whl.metadata (125 kB)\n", "Requirement already satisfied: pillow in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (9.4.0)\n", "Requirement already satisfied: prometheus-client>=0.18.0 in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (0.20.0)\n", "Collecting prometheus-fastapi-instrumentator>=7.0.0 (from vllm==0.5.4)\n", " Using cached prometheus_fastapi_instrumentator-7.0.0-py3-none-any.whl.metadata (13 kB)\n", "Collecting tiktoken>=0.6.0 (from vllm==0.5.4)\n", " Using cached tiktoken-0.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.6 kB)\n", "Collecting lm-format-enforcer==0.10.3 (from vllm==0.5.4)\n", " Using cached lm_format_enforcer-0.10.3-py3-none-any.whl.metadata (16 kB)\n", "Collecting outlines<0.1,>=0.0.43 (from vllm==0.5.4)\n", " Using cached outlines-0.0.46-py3-none-any.whl.metadata (15 kB)\n", "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (4.12.2)\n", "Requirement already satisfied: filelock>=3.10.4 in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (3.15.4)\n", "Requirement already satisfied: pyzmq in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (24.0.1)\n", "Requirement already satisfied: ray>=2.9 in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (2.35.0)\n", "Collecting nvidia-ml-py (from vllm==0.5.4)\n", " Using cached nvidia_ml_py-12.560.30-py3-none-any.whl.metadata (8.6 kB)\n", "Requirement already satisfied: torch==2.4.0 in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (2.4.0)\n", "Requirement already satisfied: torchvision==0.19 in /usr/local/lib/python3.10/dist-packages (from vllm==0.5.4) (0.19.0+cu121)\n", "Collecting xformers==0.0.27.post2 (from vllm==0.5.4)\n", " Using cached xformers-0.0.27.post2-cp310-cp310-manylinux2014_x86_64.whl.metadata (1.0 kB)\n", "Collecting vllm-flash-attn==2.6.1 (from vllm==0.5.4)\n", " Using cached vllm_flash_attn-2.6.1-cp310-cp310-manylinux1_x86_64.whl.metadata (476 bytes)\n", "Collecting interegular>=0.3.2 (from lm-format-enforcer==0.10.3->vllm==0.5.4)\n", " Using cached interegular-0.3.3-py37-none-any.whl.metadata (3.0 kB)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from lm-format-enforcer==0.10.3->vllm==0.5.4) (24.1)\n", "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from lm-format-enforcer==0.10.3->vllm==0.5.4) (6.0.2)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (1.13.2)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (3.3)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (3.1.4)\n", "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (2024.6.1)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (12.1.105)\n", "Collecting nvidia-cudnn-cu12==9.1.0.70 (from torch==2.4.0->vllm==0.5.4)\n", " Using cached nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl.metadata (1.6 kB)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (12.1.3.1)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (11.0.2.54)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (10.3.2.106)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (11.4.5.107)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (12.1.0.106)\n", "Collecting nvidia-nccl-cu12==2.20.5 (from torch==2.4.0->vllm==0.5.4)\n", " Using cached nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl.metadata (1.8 kB)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0->vllm==0.5.4) (12.1.105)\n", "Collecting triton==3.0.0 (from torch==2.4.0->vllm==0.5.4)\n", " Using cached triton-3.0.0-1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (1.3 kB)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch==2.4.0->vllm==0.5.4) (12.6.68)\n", "Collecting lark (from outlines<0.1,>=0.0.43->vllm==0.5.4)\n", " Using cached lark-1.2.2-py3-none-any.whl.metadata (1.8 kB)\n", "Requirement already satisfied: nest-asyncio in /usr/local/lib/python3.10/dist-packages (from outlines<0.1,>=0.0.43->vllm==0.5.4) (1.6.0)\n", "Requirement already satisfied: cloudpickle in /usr/local/lib/python3.10/dist-packages (from outlines<0.1,>=0.0.43->vllm==0.5.4) (2.2.1)\n", "Collecting diskcache (from outlines<0.1,>=0.0.43->vllm==0.5.4)\n", " Using cached diskcache-5.6.3-py3-none-any.whl.metadata (20 kB)\n", "Requirement already satisfied: numba in /usr/local/lib/python3.10/dist-packages (from outlines<0.1,>=0.0.43->vllm==0.5.4) (0.60.0)\n", "Requirement already satisfied: referencing in /usr/local/lib/python3.10/dist-packages (from outlines<0.1,>=0.0.43->vllm==0.5.4) (0.35.1)\n", "Requirement already satisfied: jsonschema in /usr/local/lib/python3.10/dist-packages (from outlines<0.1,>=0.0.43->vllm==0.5.4) (4.23.0)\n", "Requirement already satisfied: datasets in /usr/local/lib/python3.10/dist-packages (from outlines<0.1,>=0.0.43->vllm==0.5.4) (2.21.0)\n", "Requirement already satisfied: pycountry in /usr/local/lib/python3.10/dist-packages (from outlines<0.1,>=0.0.43->vllm==0.5.4) (24.6.1)\n", "Collecting pyairports (from outlines<0.1,>=0.0.43->vllm==0.5.4)\n", " Using cached pyairports-2.1.1-py3-none-any.whl.metadata (1.7 kB)\n", "Requirement already satisfied: starlette<1.0.0,>=0.30.0 in /usr/local/lib/python3.10/dist-packages (from prometheus-fastapi-instrumentator>=7.0.0->vllm==0.5.4) (0.38.2)\n", "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic>=2.0->vllm==0.5.4) (0.7.0)\n", "Requirement already satisfied: pydantic-core==2.20.1 in /usr/local/lib/python3.10/dist-packages (from pydantic>=2.0->vllm==0.5.4) (2.20.1)\n", "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.10/dist-packages (from ray>=2.9->vllm==0.5.4) (8.1.7)\n", "Requirement already satisfied: msgpack<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from ray>=2.9->vllm==0.5.4) (1.0.8)\n", "Requirement already satisfied: protobuf!=3.19.5,>=3.15.3 in /usr/local/lib/python3.10/dist-packages (from ray>=2.9->vllm==0.5.4) (3.20.3)\n", "Requirement already satisfied: aiosignal in /usr/local/lib/python3.10/dist-packages (from ray>=2.9->vllm==0.5.4) (1.3.1)\n", "Requirement already satisfied: frozenlist in /usr/local/lib/python3.10/dist-packages (from ray>=2.9->vllm==0.5.4) (1.4.1)\n", "Requirement already satisfied: regex>=2022.1.18 in /usr/local/lib/python3.10/dist-packages (from tiktoken>=0.6.0->vllm==0.5.4) (2024.5.15)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->vllm==0.5.4) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->vllm==0.5.4) (3.8)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->vllm==0.5.4) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->vllm==0.5.4) (2024.7.4)\n", "Requirement already satisfied: huggingface-hub<1.0,>=0.16.4 in /usr/local/lib/python3.10/dist-packages (from tokenizers>=0.19.1->vllm==0.5.4) (0.23.5)\n", "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.43.2->vllm==0.5.4) (0.4.4)\n", "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->vllm==0.5.4) (2.4.0)\n", "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->vllm==0.5.4) (24.2.0)\n", "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->vllm==0.5.4) (6.0.5)\n", "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->vllm==0.5.4) (1.9.4)\n", "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->vllm==0.5.4) (4.0.3)\n", "Requirement already satisfied: anyio<5,>=3.5.0 in /usr/local/lib/python3.10/dist-packages (from openai->vllm==0.5.4) (3.7.1)\n", "Requirement already satisfied: distro<2,>=1.7.0 in /usr/lib/python3/dist-packages (from openai->vllm==0.5.4) (1.7.0)\n", "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from openai->vllm==0.5.4) (0.27.2)\n", "Requirement already satisfied: jiter<1,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from openai->vllm==0.5.4) (0.5.0)\n", "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from openai->vllm==0.5.4) (1.3.1)\n", "Requirement already satisfied: h11>=0.8 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.5.4) (0.14.0)\n", "Requirement already satisfied: httptools>=0.5.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.5.4) (0.6.1)\n", "Requirement already satisfied: python-dotenv>=0.13 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.5.4) (1.0.1)\n", "Requirement already satisfied: uvloop!=0.15.0,!=0.15.1,>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.5.4) (0.20.0)\n", "Requirement already satisfied: watchfiles>=0.13 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.5.4) (0.24.0)\n", "Requirement already satisfied: websockets>=10.4 in /usr/local/lib/python3.10/dist-packages (from uvicorn[standard]->vllm==0.5.4) (11.0.3)\n", "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->openai->vllm==0.5.4) (1.2.2)\n", "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->openai->vllm==0.5.4) (1.0.5)\n", "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (17.0.0)\n", "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (0.3.8)\n", "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (2.1.4)\n", "Requirement already satisfied: xxhash in /usr/local/lib/python3.10/dist-packages (from datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (3.5.0)\n", "Requirement already satisfied: multiprocess in /usr/local/lib/python3.10/dist-packages (from datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (0.70.16)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch==2.4.0->vllm==0.5.4) (2.1.5)\n", "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema->outlines<0.1,>=0.0.43->vllm==0.5.4) (2023.12.1)\n", "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema->outlines<0.1,>=0.0.43->vllm==0.5.4) (0.20.0)\n", "Requirement already satisfied: llvmlite<0.44,>=0.43.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba->outlines<0.1,>=0.0.43->vllm==0.5.4) (0.43.0)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch==2.4.0->vllm==0.5.4) (1.3.0)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (2024.1)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets->outlines<0.1,>=0.0.43->vllm==0.5.4) (1.16.0)\n", "Using cached vllm-0.5.4-cp38-abi3-manylinux1_x86_64.whl (124.2 MB)\n", "Using cached lm_format_enforcer-0.10.3-py3-none-any.whl (43 kB)\n", "Using cached vllm_flash_attn-2.6.1-cp310-cp310-manylinux1_x86_64.whl (75.9 MB)\n", "Using cached xformers-0.0.27.post2-cp310-cp310-manylinux2014_x86_64.whl (20.8 MB)\n", "Using cached nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl (664.8 MB)\n", "Using cached nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl (176.2 MB)\n", "Using cached triton-3.0.0-1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (209.4 MB)\n", "Using cached outlines-0.0.46-py3-none-any.whl (101 kB)\n", "Using cached prometheus_fastapi_instrumentator-7.0.0-py3-none-any.whl (19 kB)\n", "Using cached pydantic-2.8.2-py3-none-any.whl (423 kB)\n", "Using cached tiktoken-0.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB)\n", "Using cached transformers-4.44.2-py3-none-any.whl (9.5 MB)\n", "Using cached nvidia_ml_py-12.560.30-py3-none-any.whl (40 kB)\n", "Using cached interegular-0.3.3-py37-none-any.whl (23 kB)\n", "Using cached diskcache-5.6.3-py3-none-any.whl (45 kB)\n", "Using cached lark-1.2.2-py3-none-any.whl (111 kB)\n", "Using cached pyairports-2.1.1-py3-none-any.whl (371 kB)\n", "Installing collected packages: pyairports, nvidia-ml-py, triton, nvidia-nccl-cu12, nvidia-cudnn-cu12, lark, interegular, diskcache, tiktoken, pydantic, prometheus-fastapi-instrumentator, lm-format-enforcer, xformers, vllm-flash-attn, transformers, outlines, vllm\n", " Attempting uninstall: triton\n", " Found existing installation: triton 2.1.0\n", " Uninstalling triton-2.1.0:\n", " Successfully uninstalled triton-2.1.0\n", " Attempting uninstall: nvidia-nccl-cu12\n", " Found existing installation: nvidia-nccl-cu12 2.18.1\n", " Uninstalling nvidia-nccl-cu12-2.18.1:\n", " Successfully uninstalled nvidia-nccl-cu12-2.18.1\n", " Attempting uninstall: nvidia-cudnn-cu12\n", " Found existing installation: nvidia-cudnn-cu12 8.9.2.26\n", " Uninstalling nvidia-cudnn-cu12-8.9.2.26:\n", " Successfully uninstalled nvidia-cudnn-cu12-8.9.2.26\n", " Attempting uninstall: pydantic\n", " Found existing installation: pydantic 1.10.13\n", " Uninstalling pydantic-1.10.13:\n", " Successfully uninstalled pydantic-1.10.13\n", " Attempting uninstall: xformers\n", " Found existing installation: xformers 0.0.23.post1\n", " Uninstalling xformers-0.0.23.post1:\n", " Successfully uninstalled xformers-0.0.23.post1\n", " Attempting uninstall: transformers\n", " Found existing installation: transformers 4.42.4\n", " Uninstalling transformers-4.42.4:\n", " Successfully uninstalled transformers-4.42.4\n", " Attempting uninstall: vllm\n", " Found existing installation: vllm 0.2.7\n", " Uninstalling vllm-0.2.7:\n", " Successfully uninstalled vllm-0.2.7\n", "Successfully installed diskcache-5.6.3 interegular-0.3.3 lark-1.2.2 lm-format-enforcer-0.10.3 nvidia-cudnn-cu12-9.1.0.70 nvidia-ml-py-12.560.30 nvidia-nccl-cu12-2.20.5 outlines-0.0.46 prometheus-fastapi-instrumentator-7.0.0 pyairports-2.1.1 pydantic-2.8.2 tiktoken-0.7.0 transformers-4.44.2 triton-3.0.0 vllm-0.5.4 vllm-flash-attn-2.6.1 xformers-0.0.27.post2\n", "Requirement already satisfied: torch==2.4.0 in /usr/local/lib/python3.10/dist-packages (2.4.0)\n", "Requirement already satisfied: torchvision==0.19 in /usr/local/lib/python3.10/dist-packages (0.19.0+cu121)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (3.15.4)\n", "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (4.12.2)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (1.13.2)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (3.3)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (3.1.4)\n", "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (2024.6.1)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (12.1.105)\n", "Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (9.1.0.70)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (12.1.3.1)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (11.0.2.54)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (10.3.2.106)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (11.4.5.107)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (12.1.0.106)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.20.5 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (2.20.5)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (12.1.105)\n", "Requirement already satisfied: triton==3.0.0 in /usr/local/lib/python3.10/dist-packages (from torch==2.4.0) (3.0.0)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torchvision==0.19) (1.26.4)\n", "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.10/dist-packages (from torchvision==0.19) (9.4.0)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch==2.4.0) (12.6.68)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch==2.4.0) (2.1.5)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch==2.4.0) (1.3.0)\n", "Requirement already satisfied: peft in /usr/local/lib/python3.10/dist-packages (0.12.0)\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from peft) (1.26.4)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from peft) (24.1)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from peft) (5.9.5)\n", "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from peft) (6.0.2)\n", "Requirement already satisfied: torch>=1.13.0 in /usr/local/lib/python3.10/dist-packages (from peft) (2.4.0)\n", "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (from peft) (4.44.2)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from peft) (4.66.5)\n", "Requirement already satisfied: accelerate>=0.21.0 in /usr/local/lib/python3.10/dist-packages (from peft) (0.32.1)\n", "Requirement already satisfied: safetensors in /usr/local/lib/python3.10/dist-packages (from peft) (0.4.4)\n", "Requirement already satisfied: huggingface-hub>=0.17.0 in /usr/local/lib/python3.10/dist-packages (from peft) (0.23.5)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.17.0->peft) (3.15.4)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.17.0->peft) (2024.6.1)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.17.0->peft) (2.32.3)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.17.0->peft) (4.12.2)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (1.13.2)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (3.3)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (3.1.4)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (12.1.105)\n", "Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (9.1.0.70)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (12.1.3.1)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (11.0.2.54)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (10.3.2.106)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (11.4.5.107)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (12.1.0.106)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.20.5 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (2.20.5)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (12.1.105)\n", "Requirement already satisfied: triton==3.0.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (3.0.0)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.13.0->peft) (12.6.68)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers->peft) (2024.5.15)\n", "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers->peft) (0.19.1)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.13.0->peft) (2.1.5)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.17.0->peft) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.17.0->peft) (3.8)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.17.0->peft) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.17.0->peft) (2024.7.4)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.13.0->peft) (1.3.0)\n" ] } ], "source": [ "!git clone https://github.com/The-FinAI/PIXIU --recursive\n", "%cd PIXIU\n", "!pip install -r requirements.txt\n", "%cd /content/PIXIU/src/financial-evaluation\n", "!pip install -e .[multilingual]\n", "!pip install bert_score\n", "!pip install gdown\n", "!pip install vllm==0.5.4\n", "!pip install torch==2.4.0 torchvision==0.19\n", "!pip install peft" ] }, { "cell_type": "markdown", "metadata": { "id": "fosY1vFA5N5E" }, "source": [ "Connect to Google Drive and Download BART checkpoint to src/metrics/BARTScore/" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "J3EeA1fScj_7", "outputId": "32b06645-ed23-4fa8-9cb4-a6ae57439690" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mounted at /content/drive\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Downloading...\n", "From (original): https://drive.google.com/uc?id=19Fpob1RhQHyvMlOqxPO89z1W58PvkOm-\n", "From (redirected): https://drive.google.com/uc?id=19Fpob1RhQHyvMlOqxPO89z1W58PvkOm-&confirm=t&uuid=48f5e04f-f2cc-42fe-9359-1d726b67e32b\n", "To: /content/PIXIU/src/metrics/BARTScore/bart_score.pth\n", "100%|██████████| 1.63G/1.63G [00:33<00:00, 48.0MB/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "File not found in Google Drive. Downloaded instead.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from google.colab import drive\n", "import os\n", "import gdown\n", "\n", "drive.mount('/content/drive')\n", "\n", "source_path = \"/content/drive/My Drive/bart_score.pth\"\n", "destination_path = \"/content/PIXIU/src/metrics/BARTScore/bart_score.pth\"\n", "\n", "if os.path.exists(source_path) and not os.path.exists(destination_path):\n", " !cp \"{source_path}\" \"{destination_path}\"\n", " print(\"File found in Google Drive and copied.\")\n", "else:\n", " file_id = '19Fpob1RhQHyvMlOqxPO89z1W58PvkOm-'\n", " url = f'https://drive.google.com/uc?id={file_id}'\n", " gdown.download(url, destination_path, quiet=False)\n", " print(\"File not found in Google Drive. Downloaded instead.\")\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NPovkuRT5VA4", "outputId": "b92f0fe5-8c6b-4361-e98a-45026c50ed43" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/content/PIXIU/src\n" ] } ], "source": [ "%cd /content/PIXIU/src" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zpV3xb7PTKnO", "outputId": "cbec11bf-e00e-4082-bbf0-93c4593b2c65" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/content\n" ] } ], "source": [ "%cd /content" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "15rbRZfMJlWe", "outputId": "0f5cefa0-d280-41b0-9fe4-f1b3350b0403" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/env/python:/content/PIXIU/src/metrics/BARTScore/\n" ] } ], "source": [ "import os\n", "\n", "os.environ['PYTHONPATH'] += \":/content/PIXIU/src/metrics/BARTScore/\"\n", "!echo $PYTHONPATH" ] }, { "cell_type": "markdown", "metadata": { "id": "45lcr7ikF3NC" }, "source": [ "# Login with your Hugging Face Access Token. Make sure to request access to models on Hugging Face before use." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZiIwTL11ZurU", "outputId": "58f1f01c-6a5b-402c-b88e-c6b292c67278" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The token has not been saved to the git credentials helper. Pass `add_to_git_credential=True` in this function directly or `--add-to-git-credential` if using via `huggingface-cli` if you want to set the git credential as well.\n", "Token is valid (permission: write).\n", "Your token has been saved to /root/.cache/huggingface/token\n", "Login successful\n" ] } ], "source": [ "from huggingface_hub import login\n", "#login(token=\"HUGGINGFACE_TOKEN\")" ] }, { "cell_type": "markdown", "metadata": { "id": "ioK7fRvdoY4G" }, "source": [ "# Currently availible datasets\n", "1. **NER**: `flare_ner`\n", "2. **FINER-ORD**: `flare_finer_ord`\n", "3. **FinRED**: `flare_finred`\n", "4. **SC**: `flare_causal20_sc`\n", "5. **CD**: `flare_cd`\n", "6. **FNXL**: `flare_fnxl`\n", "7. **FSRL**: `flare_fsrl`\n", "8. **FPB**: `flare_fpb`\n", "9. **FiQA-SA**: `flare_fiqasa`\n", "10. **TSA**: `flare_tsa`\n", "11. **Headlines**: `flare_headlines`\n", "12. **FOMC**: `flare_fomc`\n", "13. **FinArg-ACC**: `flare_finarg_ecc_auc`\n", "14. **FinArg-ARC**: `flare_finarg_ecc_arc`\n", "15. **MultiFin**: `flare_multifin_en`\n", "16. **MA**: `flare_ma`\n", "17. **MLESG**: `flare_mlesg`\n", "18. **FinQA**: `flare_finqa`\n", "19. **TATQA**: `flare_tatqa`\n", "20. **Regulations**: (No specific task name provided for this)\n", "21. **ConvFinQA**: `flare_convfinqa`\n", "22. **EDTSUM**: `flare_edtsum`\n", "23. **ECTSUM**: `flare_ectsum`\n", "24. **BigData22**: `flare_sm_bigdata`\n", "25. **ACL18**: `flare_sm_acl`\n", "26. **CIKM18**: `flare_sm_cikm`\n", "27. **German**: `flare_german`\n", "28. **Australian**: `flare_australian`\n", "29. **LendingClub**: `flare_cra_lendingclub`\n", "30. **ccf**: `flare_cra_ccf`\n", "31. **ccfraud**: `flare_cra_ccfraud`\n", "32. **polish**: `flare_cra_polish`\n", "33. **taiwan**: `flare_cra_taiwan`\n", "34. **portoseguro**: `flare_cra_portoseguro`\n", "35. **travelinsurance**: `flare_cra_travelinsurace`\n", "36. **ESMultiFin**: `flare_es_multifin`\n", "37. **ESEFP**: `flare_es_efp`\n", "38. **ESEFPA**: `flare_es_efpa`\n", "39. **ESTSA**: `flare_es_tsa`\n", "40. **ESFINANCEES**: `flare_es_financees`\n", "40. **ESFNS**: `flare_es_fns`" ] }, { "cell_type": "markdown", "metadata": { "id": "CHfFLQXV40Ls" }, "source": [ "# Example Usage" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "PlG91Na1DJXI" }, "outputs": [], "source": [ "trust_remote_code=True" ] }, { "cell_type": "markdown", "metadata": { "id": "gO5Ez_yNnQuj" }, "source": [ "# meta-llama/Meta-Llama-3.1-8B on ESFNS dataset" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DQuNKplaD7tR", "outputId": "c763d4b5-c429-4cb1-855e-74aa1fd833cd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024-08-30 06:08:11.042735: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", "2024-08-30 06:08:11.058717: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-08-30 06:08:11.080395: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-08-30 06:08:11.086999: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2024-08-30 06:08:11.102997: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-08-30 06:08:12.440474: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", "[nltk_data] Downloading package punkt to /root/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "Selected Tasks: ['flare_es_multifin']\n", "config.json: 100% 826/826 [00:00<00:00, 5.46MB/s]\n", "WARNING 08-30 06:08:21 arg_utils.py:766] Chunked prefill is enabled by default for models with max_model_len > 32K. Currently, chunked prefill might not work with some features or models. If you encounter any issues, please disable chunked prefill by setting --enable-chunked-prefill=False.\n", "INFO 08-30 06:08:21 config.py:820] Chunked prefill is enabled with max_num_batched_tokens=512.\n", "INFO 08-30 06:08:21 llm_engine.py:174] Initializing an LLM engine (v0.5.4) with config: model='meta-llama/Meta-Llama-3.1-8B', speculative_config=None, tokenizer='meta-llama/Meta-Llama-3.1-8B', skip_tokenizer_init=False, tokenizer_mode=slow, revision=main, rope_scaling=None, rope_theta=None, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=131072, download_dir=None, load_format=LoadFormat.AUTO, tensor_parallel_size=1, pipeline_parallel_size=1, disable_custom_all_reduce=False, quantization=None, enforce_eager=False, kv_cache_dtype=auto, quantization_param_path=None, device_config=cuda, decoding_config=DecodingConfig(guided_decoding_backend='outlines'), observability_config=ObservabilityConfig(otlp_traces_endpoint=None), seed=0, served_model_name=meta-llama/Meta-Llama-3.1-8B, use_v2_block_manager=False, enable_prefix_caching=False)\n", "tokenizer_config.json: 100% 50.5k/50.5k [00:00<00:00, 7.74MB/s]\n", "tokenizer.json: 100% 9.09M/9.09M [00:00<00:00, 21.3MB/s]\n", "special_tokens_map.json: 100% 73.0/73.0 [00:00<00:00, 507kB/s]\n", "generation_config.json: 100% 185/185 [00:00<00:00, 1.33MB/s]\n", "INFO 08-30 06:08:23 model_runner.py:720] Starting to load model meta-llama/Meta-Llama-3.1-8B...\n", "INFO 08-30 06:08:23 weight_utils.py:225] Using model weights format ['*.safetensors']\n", "model-00004-of-00004.safetensors: 2% 21.0M/1.17G [00:00<00:06, 170MB/s]\n", "model-00001-of-00004.safetensors: 0% 0.00/4.98G [00:00

Publicación del paquete de propuestas de la Comisión Europea para combatir']\n", "doc: {'id': 'multifines196', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacta con Servicios Fiscales y Legales - Derecho mercantil y de sociedades\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Contacta con Servicios Fiscales y Legales - Derecho mercantil y de sociedades', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Contacta con Servicios Fiscales y Legales - Derecho mercantil y de sociedades\\nTexto: Contact']\n", "doc: {'id': 'multifines140', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Breves Energía - Mayo 2016\\nRespuesta:', 'answer': 'Industria', 'text': 'Breves Energía - Mayo 2016', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Negocios y Gestión\\nBreves Energía - Mayo 2016\\nBreves Energía - Mayo 201']\n", "doc: {'id': 'multifines184', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Servicios Legal - Fiscal\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Servicios Legal - Fiscal', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Servicios Legal - Fiscal\\nEtiquetas: Servicios Legal - Fiscal\\nEtiquetas: Servicios Legal - Fiscal']\n", "doc: {'id': 'multifines212', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Cómo invertir con éxito en India\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Cómo invertir con éxito en India', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' India es un mercado de capital en crecimiento rápido, con una gran demanda de inversión. Sin embargo, invertir']\n", "doc: {'id': 'multifines186', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Novedades Laborales Nº115\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Novedades Laborales Nº115', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Novedades Laborales Nº115\\nPalabras clave: Novedades Laborales Nº115\\n1. Nov']\n", "doc: {'id': 'multifines119', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Movilidad internacional\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Movilidad internacional', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Movilidad internacional\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Indust']\n", "doc: {'id': 'multifines84', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Fundaciones corporativas: El alma de las empresas\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Fundaciones corporativas: El alma de las empresas', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Fundaciones corporativas: El alma de las empresas\\n 1. Fundaciones corporativas: El alma de las empresas']\n", "doc: {'id': 'multifines171', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Fundación Hazloposible y PwC lanzan una novedosa iniciativa de voluntariado profesional multiempresa\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Fundación Hazloposible y PwC lanzan una novedosa iniciativa de voluntariado profesional multiempresa', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 200 OK\\nContent-Type: text/html; charset=UTF-8\\nContent-Length: 0\\nConnection: keep-al']\n", "doc: {'id': 'multifines170', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: XX Encuesta Mundial de CEOs - Retail & Consumo\\nRespuesta:', 'answer': 'Industria', 'text': 'XX Encuesta Mundial de CEOs - Retail & Consumo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' 1. ¿Cuál es el principal desafío que enfrenta su empresa en el próximo año?\\nRespuesta:']\n", "doc: {'id': 'multifines77', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Inteligencia artificial - 2018 Global Consumer Insights Survey\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Inteligencia artificial - 2018 Global Consumer Insights Survey', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Inteligencia artificial - 2018 Global Consumer Insights Survey\\nPalabras clave: inteligencia artificial, artificial intelligence, artificial']\n", "doc: {'id': 'multifines47', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gobierno Corporativo\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Gobierno Corporativo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Gobierno Corporativo\\nTexto: Gobierno Corporativo\\nRespuesta: Gobierno Corporativo\\nTexto: Gobierno Corporativo\\nRespuesta']\n", "doc: {'id': 'multifines100', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Los expertos prevén que la economía española caiga un 116% en 2020 \\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Los expertos prevén que la economía española caiga un 116% en 2020 ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Negocios y Gestión\\nExplicación: The experts predict that the Spanish economy will fall 116% in ']\n", "doc: {'id': 'multifines168', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Estíbaliz Pérez Arzoz - Inmobiliario\\nRespuesta:', 'answer': 'Industria', 'text': 'Estíbaliz Pérez Arzoz - Inmobiliario', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Inmobiliario\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Indust']\n", "doc: {'id': 'multifines125', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Riesgos financieros\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Riesgos financieros', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Finanzas\\nTexto: Riesgos financieros\\nRespuesta: Finanzas\\nTexto: Riesgos financier']\n", "doc: {'id': 'multifines38', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El 80% de los auditores internos asegura que la crisis está multiplicado las amenazas para los negocios\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'El 80% de los auditores internos asegura que la crisis está multiplicado las amenazas para los negocios', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' El 80% de los auditores internos asegura que la crisis está multiplicado las amenazas para los negoci']\n", "doc: {'id': 'multifines13', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Ver para creer: la realidad virtual y la realidad aumentada están transformando negocios\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Ver para creer: la realidad virtual y la realidad aumentada están transformando negocios', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Ver para creer: la realidad virtual y la realidad aumentada están transformando negocios\\nRespuesta: 2019']\n", "doc: {'id': 'multifines73', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: PwC elegida Mejor Asesor en Transacciones en España en 2017 según Mergermarket\\nRespuesta:', 'answer': 'Finanzas', 'text': 'PwC elegida Mejor Asesor en Transacciones en España en 2017 según Mergermarket', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' 2017-12-20T00:00:00+01:00\\n 1. (text)']\n", "doc: {'id': 'multifines216', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: En 2018 la inteligencia artificial nos permitirá ser más productivos y empezar a explotar el potencial del Big Data\\nRespuesta:', 'answer': 'Tecnología', 'text': 'En 2018 la inteligencia artificial nos permitirá ser más productivos y empezar a explotar el potencial del Big Data', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' En 2018 la inteligencia artificial nos permitirá ser más productivos y empezar a explotar el potencial']\n", "doc: {'id': 'multifines64', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Informe anual 2015\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Informe anual 2015', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' 2015 Annual Report\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control,']\n", "doc: {'id': 'multifines115', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El valor de las salidas a bolsa en Europa cae un 40% en 2012 pero muestra algunos síntomas de recuperación\\nRespuesta:', 'answer': 'Finanzas', 'text': 'El valor de las salidas a bolsa en Europa cae un 40% en 2012 pero muestra algunos síntomas de recuperación', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' The value of European IPOs falls 40% in 2012 but shows signs of recovery\\nTexto: The value of']\n", "doc: {'id': 'multifines0', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gracias - Transporte y logística\\nRespuesta:', 'answer': 'Industria', 'text': 'Gracias - Transporte y logística', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Gracias - Transporte y logística\\n 1. ### Gracias - Transporte y logística\\n ']\n", "doc: {'id': 'multifines123', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Los empresarios catalanes piden estabilidad política para sacar todo el potencial de la economía de Cataluña\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Los empresarios catalanes piden estabilidad política para sacar todo el potencial de la economía de Cataluña', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Los empresarios catalanes piden estabilidad política para sacar todo el potencial de la economía de Cataluña']\n", "doc: {'id': 'multifines98', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Las entidades financieras temen que las FinTech les arrebaten casi 25% del negocio en los próximos cinco años\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Las entidades financieras temen que las FinTech les arrebaten casi 25% del negocio en los próximos cinco años', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' 2020-10-20 - Las entidades financieras temen que las FinTech les arrebaten casi ']\n", "doc: {'id': 'multifines187', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Fondos europeos: Oportunidad y reto\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Fondos europeos: Oportunidad y reto', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Fondos europeos: Oportunidad y reto\\nEtiquetas: Negocios y Gestión, Finanz']\n", "doc: {'id': 'multifines37', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Entretenimiento y Medios\\nRespuesta:', 'answer': 'Industria', 'text': 'Entretenimiento y Medios', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Entretenimiento y Medios\\nEtiquetas: Entretenimiento y Medios\\nEntretenimiento y Medios\\n']\n", "doc: {'id': 'multifines85', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gestión de impuestos y cumplimiento societario\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Gestión de impuestos y cumplimiento societario', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Gestión de impuestos y cumplimiento societario\\nEtiquetas: Negocios y Gestión, Finanz']\n", "doc: {'id': 'multifines202', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Impuestos indirectos - Asesoramiento legal y fiscal - PwC España\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Impuestos indirectos - Asesoramiento legal y fiscal - PwC España', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Impuestos indirectos - Asesoramiento legal y fiscal - PwC España\\nHemos encontrado otras páginas que pueden']\n", "doc: {'id': 'multifines124', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Únete a nosotros - perfiles Deals\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Únete a nosotros - perfiles Deals', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' 2019-10-10T00:00:00+00:00\\nH1: Únete a nosotros']\n", "doc: {'id': 'multifines34', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Aspire to lead. Foro de mujer y liderazgo\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Aspire to lead. Foro de mujer y liderazgo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Aspire to lead. Foro de mujer y liderazgo\\n 1. ### Aspire to lead. For']\n", "doc: {'id': 'multifines155', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Termómetro del ecosistema del deporte en España\\nRespuesta:', 'answer': 'Industria', 'text': 'Termómetro del ecosistema del deporte en España', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Termómetro del ecosistema del deporte en España\\n 1. ### Termómetro del ecosistema']\n", "doc: {'id': 'multifines128', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gobierno - Asesoramiento legal y fiscal - PwC España\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Gobierno - Asesoramiento legal y fiscal - PwC España', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' PwC España - Asesoramiento legal y fiscal\\nTexto: Gobierno - Asesoramiento legal y fiscal - Pw']\n", "doc: {'id': 'multifines194', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La confianza de los CEOs mundiales en la marcha de la economía se desvanece: solo el 15% cree que mejorará\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'La confianza de los CEOs mundiales en la marcha de la economía se desvanece: solo el 15% cree que mejorará', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [\" The CEOs of the world's largest companies are losing faith in the global economy, with only 15% expecting it to improve\"]\n", "doc: {'id': 'multifines225', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Territory wireframe - 23rd CEO Survey\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Territory wireframe - 23rd CEO Survey', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 23rd CEO Survey\\nEtiquetas: #business #management #finance #government #control #industry #taxes']\n", "doc: {'id': 'multifines32', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Los consumidores españoles cada vez más abiertos a digitalizar su actividad diaria en salud automoción y finanzas personales \\nRespuesta:', 'answer': 'Industria', 'text': 'Los consumidores españoles cada vez más abiertos a digitalizar su actividad diaria en salud automoción y finanzas personales ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Los consumidores españoles cada vez más abiertos a digitalizar su actividad diaria en salud automoción y fin']\n", "doc: {'id': 'multifines192', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La frontera del dato\\nRespuesta:', 'answer': 'Tecnología', 'text': 'La frontera del dato', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' La frontera del dato\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control,']\n", "doc: {'id': 'multifines159', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Encuesta mundial sobre fraude y delito económico 2018\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Encuesta mundial sobre fraude y delito económico 2018', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Negocios y Gestión\\nEtiquetas: Negocios y Gestión\\nEtiquetas: Finanzas']\n", "doc: {'id': 'multifines197', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Publicaciones - Financial Crime\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Publicaciones - Financial Crime', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Financial Crime\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Industria,']\n", "doc: {'id': 'multifines48', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Breves Energía - Enero 2016\\nRespuesta:', 'answer': 'Industria', 'text': 'Breves Energía - Enero 2016', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Negocios y Gestión\\nBreves Energía - Enero 2016\\nBreves Energía - Enero']\n", "doc: {'id': 'multifines165', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Innovación y cultura \\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Innovación y cultura ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Negocios y Gestión\\nTexto: La innovación y la cultura son dos conceptos que se relacionan estrech']\n", "doc: {'id': 'multifines146', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Transformar el capital humano\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Transformar el capital humano', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Human Capital Management\\nTexto: Human Capital Management\\nRespuesta: Human Capital Management\\nTexto: Human Capital Management\\nRespuesta']\n", "doc: {'id': 'multifines76', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: 5 acciones esenciales para tener en cuenta en la gestión de capital circulante y liquidez en momentos de crisis \\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': '5 acciones esenciales para tener en cuenta en la gestión de capital circulante y liquidez en momentos de crisis ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 5 Essential Actions to Consider in Cash Flow and Liquidity Management During a Crisis\\nFuente: https://www.ey']\n", "doc: {'id': 'multifines112', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: COVID-19: Análisis legal y fiscal de las medidas con mayor impacto en las empresas Real Decreto Ley 8/2020\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'COVID-19: Análisis legal y fiscal de las medidas con mayor impacto en las empresas Real Decreto Ley 8/2020', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' 2020-03-19T15:00:00+00:00\\nTexto: COVID-19: An']\n", "doc: {'id': 'multifines190', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Webcasts 15 y 16 de abril. Medidas fiscales y legales en Latinoamérica \\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Webcasts 15 y 16 de abril. Medidas fiscales y legales en Latinoamérica ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Webcasts 15 y 16 de abril. Medidas fiscales y legales en Latinoamérica\\nFuente de']\n", "doc: {'id': 'multifines169', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Aportación de valor de las tecnologías en el sector sanitario\\nRespuesta:', 'answer': 'Industria', 'text': 'Aportación de valor de las tecnologías en el sector sanitario', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Aportación de valor de las tecnologías en el sector sanitario\\n 1. ### Aportación de']\n", "doc: {'id': 'multifines130', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Manuel Márquez - socio responsable nacional de Administraciones Públicas\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Manuel Márquez - socio responsable nacional de Administraciones Públicas', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Manuel Márquez - socio responsable nacional de Administraciones Públicas\\nTexto: Manuel Márquez - socio responsable nacional']\n", "doc: {'id': 'multifines19', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Servicios digitales de aseguramiento en clientes no auditados\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Servicios digitales de aseguramiento en clientes no auditados', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Servicios digitales de aseguramiento en clientes no auditados\\n 1. ### Digital Assurance Services for Unaud']\n", "doc: {'id': 'multifines138', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Encuesta Mundial de CEOs\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Encuesta Mundial de CEOs', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Negocios y Gestión\\nEtiquetas: Negocios y Gestión\\nEtiquetas: Finanzas']\n", "doc: {'id': 'multifines206', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Asesoría fiscal y legal en el sector público\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Asesoría fiscal y legal en el sector público', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Asesoría fiscal y legal en el sector público\\nTexto: Asesoría fiscal y legal en el sector público\\nResp']\n", "doc: {'id': 'multifines219', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Mapa normativo COVID-19\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Mapa normativo COVID-19', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Mapa normativo COVID-19\\nPalabras clave: normativo, covid-19, mapa, normativo covid-']\n", "doc: {'id': 'multifines229', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Los hoteleros optimistas ante la próxima temporada invernal\\nRespuesta:', 'answer': 'Industria', 'text': 'Los hoteleros optimistas ante la próxima temporada invernal', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Los hoteleros optimistas ante la próxima temporada invernal\\n 1. ### Los hoteleros optimistas ante la']\n", "doc: {'id': 'multifines63', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Solución: Other Assurance\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Solución: Other Assurance', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Other Assurance\\nOtras respuestas: Other Assurance\\nOtras respuestas: Other Assurance\\nOtras respuestas: Other']\n", "doc: {'id': 'multifines65', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacta con Servicios Fiscales y Legales - Regulación digital\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Contacta con Servicios Fiscales y Legales - Regulación digital', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Contacta con Servicios Fiscales y Legales - Regulación digital\\nTexto: Contacta con Servicios F']\n", "doc: {'id': 'multifines120', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La transformación del sector inmobiliario, fundamental para la recuperación de la economía española\\nRespuesta:', 'answer': 'Industria', 'text': 'La transformación del sector inmobiliario, fundamental para la recuperación de la economía española', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Negocios y Gestión\\nExplicación: The transformation of the real estate sector, fundamental for the recovery of the']\n", "doc: {'id': 'multifines228', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacte - Transporte y logística\\nRespuesta:', 'answer': 'Industria', 'text': 'Contacte - Transporte y logística', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Contacte - Transporte y logística\\nTexto: Contacte - Transporte y logística\\nRespuesta: Contacte']\n", "doc: {'id': 'multifines46', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gracias - Capital Humano\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Gracias - Capital Humano', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Human Capital\\nTexto: Human Capital\\nRespuesta: Human Capital\\nTexto: Human Capital\\nRespuesta: Human Capital\\n']\n", "doc: {'id': 'multifines51', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Blockchain ya está aquí. ¿Tienes claro tu próximo paso?\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Blockchain ya está aquí. ¿Tienes claro tu próximo paso?', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Blockchain is here. Are you ready for your next step?\\nResumen: Blockchain is here. Are you ready for your next']\n", "doc: {'id': 'multifines126', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacta con Transacciones - Fusiones y Adquisiciones (M&A)\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Contacta con Transacciones - Fusiones y Adquisiciones (M&A)', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Contacta con Transacciones - Fusiones y Adquisiciones (M&A)\\nEtiquetas: #negocios ,']\n", "doc: {'id': 'multifines208', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Pensiones\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Pensiones', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Pensiones\\n 1. ### Pensiones - Wikipedia, la enciclopedia libre Pensiones. Una pensión es']\n", "doc: {'id': 'multifines161', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Seguros\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Seguros', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Seguros\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Industria,']\n", "doc: {'id': 'multifines205', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Falta de talento y modelo de negocio claro\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Falta de talento y modelo de negocio claro', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Negocios y Gestión\\nTexto: La falta de talento y el modelo de negocio claro son los principales problemas de']\n", "doc: {'id': 'multifines121', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Cumplimiento Normativo\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Cumplimiento Normativo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Normative Compliance\\nTexto: Compliance with the law\\nRespuesta: Compliance with the law\\nTexto: Compliance with the law']\n", "doc: {'id': 'multifines133', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: PwC lidera el asesoramiento en transacciones según los rankings elaborados por Thomson Reuters y Mergermarket\\nRespuesta:', 'answer': 'Finanzas', 'text': 'PwC lidera el asesoramiento en transacciones según los rankings elaborados por Thomson Reuters y Mergermarket', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' PwC is the world\\'s largest professional services firm, and one of the \"Big Four\" auditors, along with']\n", "doc: {'id': 'multifines156', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La abundancia de capital y la escasez de activos de calidad impulsarán la promoción inmobiliaria y los sectores alternativos\\nRespuesta:', 'answer': 'Finanzas', 'text': 'La abundancia de capital y la escasez de activos de calidad impulsarán la promoción inmobiliaria y los sectores alternativos', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' The abundance of capital and the scarcity of quality assets will drive real estate promotion and alternative sectors\\nThe abundance of capital and the']\n", "doc: {'id': 'multifines95', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Deals. Las personas en las transacciones\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Deals. Las personas en las transacciones', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Deals. Las personas en las transacciones\\nRespuesta: Deals. Las personas en las transacciones\\nRespuesta: Deals']\n", "doc: {'id': 'multifines174', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacta con Digital - Estrategia digital\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Contacta con Digital - Estrategia digital', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Contacta con Digital - Estrategia digital\\nTexto: Contacta con Digital - Estrategia digital\\nRespuesta:']\n", "doc: {'id': 'multifines164', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Regresa el optimismo entre los CEOs sobre la evolución de la economía y de sus negocios en 2014\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Regresa el optimismo entre los CEOs sobre la evolución de la economía y de sus negocios en 2014', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Negocios y Gestión\\nExplicación: The CEOs are optimistic about the evolution of the economy and their businesses in']\n", "doc: {'id': 'multifines33', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Real Estate - Asesoramiento legal y fiscal - PwC España\\nRespuesta:', 'answer': 'Industria', 'text': 'Real Estate - Asesoramiento legal y fiscal - PwC España', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Real Estate - Asesoramiento legal y fiscal - PwC España\\nRecopilación de datos: 1.']\n", "doc: {'id': 'multifines148', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Confianza del consumdior - Descarga\\nRespuesta:', 'answer': 'Industria', 'text': 'Confianza del consumdior - Descarga', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Confianza del consumidor - Descarga\\nMostrando página 1. Buscar en el sitio: \"Conf']\n", "doc: {'id': 'multifines175', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Precios de transferencia\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Precios de transferencia', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Transfer pricing\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Industria,']\n", "doc: {'id': 'multifines82', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Medidas aprobadas para hacer frente al COVID-19 - Solicitar Acceso Power BI\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Medidas aprobadas para hacer frente al COVID-19 - Solicitar Acceso Power BI', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' 2020-04-01T00:00:00\\nFuente: www.microsoft.com\\nCodificación: utf']\n", "doc: {'id': 'multifines176', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Prueba Industria 4.0: Global Digital Operations Study 2018\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Prueba Industria 4.0: Global Digital Operations Study 2018', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Industria 4.0: Global Digital Operations Study 2018\\nPalabras clave: Industria 4.0']\n", "doc: {'id': 'multifines113', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gracias - Global Innovation 1000 - 2017\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Gracias - Global Innovation 1000 - 2017', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Global Innovation 1000 - 2017\\nTexto: Global Innovation 1000 - 2017\\nRespuesta:']\n", "doc: {'id': 'multifines101', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La Inteligencia Artificial y el 5G redefinirán el concepto de smartphone en los próximos tres a cinco años\\nRespuesta:', 'answer': 'Tecnología', 'text': 'La Inteligencia Artificial y el 5G redefinirán el concepto de smartphone en los próximos tres a cinco años', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' 5G and AI will redefine the smartphone concept in the next three to five years\\nFuente de la respuesta: www']\n", "doc: {'id': 'multifines127', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Las salidas a bolsa en Europa mantienen su fortaleza y alcanzan un valor de 14.700 millones de euros en el segundo trimestre\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Las salidas a bolsa en Europa mantienen su fortaleza y alcanzan un valor de 14.700 millones de euros en el segundo trimestre', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Las salidas a bolsa en Europa mantienen su fortaleza y alcanzan un valor de 14.700 millones de']\n", "doc: {'id': 'multifines131', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Informe El Mundo en 2050\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Informe El Mundo en 2050', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Negocios y Gestión\\nExplicación: The report \"The World in 2050\" is a report that']\n", "doc: {'id': 'multifines135', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Asesoría fiscal y legal en derecho inmobiliario\\nRespuesta:', 'answer': 'Industria', 'text': 'Asesoría fiscal y legal en derecho inmobiliario', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Asesoría fiscal y legal en derecho inmobiliario\\nEtiquetas: Negocios y Gestión, Fin']\n", "doc: {'id': 'multifines54', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: PwC incorpora Josep Perich para reforzar los servicios de reestructuraciones de su oficina de Barcelona\\nRespuesta:', 'answer': 'Finanzas', 'text': 'PwC incorpora Josep Perich para reforzar los servicios de reestructuraciones de su oficina de Barcelona', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' PwC incorporates Josep Perich to strengthen its restructuring services in its Barcelona office\\nTexto: PwC incorporates Jose']\n", "doc: {'id': 'multifines16', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La compra online será el área que más crecerá en las redes sociales en España en los próximos años\\nRespuesta:', 'answer': 'Industria', 'text': 'La compra online será el área que más crecerá en las redes sociales en España en los próximos años', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' 1. Negocios y Gestión\\nTexto: La compra online será el área que más crecerá en']\n", "doc: {'id': 'multifines149', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Becas y prácticas\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Becas y prácticas', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Becas y prácticas\\nEtiquetas: Becas y prácticas\\nBecas y prácticas']\n", "doc: {'id': 'multifines102', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gestión de riesgos\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Gestión de riesgos', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Gestión de riesgos\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control,']\n", "doc: {'id': 'multifines80', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La desaceleración posibles rebrotes y el impacto del COVID-19 en sus empresas las grandes preocupaciones de los directores financieros \\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'La desaceleración posibles rebrotes y el impacto del COVID-19 en sus empresas las grandes preocupaciones de los directores financieros ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 2020-10-14T00:00:00+00:00\\nTexto: The possible slowdown, potential']\n", "doc: {'id': 'multifines213', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Estudio sobre el estado de la profesión de Auditoría Interna de 2014\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Estudio sobre el estado de la profesión de Auditoría Interna de 2014', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' The 2014 State of the Internal Audit Profession Study\\nEtiquetas: Negocios y Gestión, Finanz']\n", "doc: {'id': 'multifines162', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Europa reforma la normativa en materia de Protección de Datos\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Europa reforma la normativa en materia de Protección de Datos', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Europa reforma la normativa en materia de Protección de Datos\\nPalabras clave: Europa, reforma, normativa']\n", "doc: {'id': 'multifines14', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La capitalización bursátil de las 100 mayores empresas del mundo marca una cifra récord con 21 billones de dólares\\nRespuesta:', 'answer': 'Finanzas', 'text': 'La capitalización bursátil de las 100 mayores empresas del mundo marca una cifra récord con 21 billones de dólares', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [\" 21 Trillion\\nExplicación: The capitalization of the world's 100 largest companies has hit a record high\"]\n", "doc: {'id': 'multifines83', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Sucesión de los CEOS 2018\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Sucesión de los CEOS 2018', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' The 2018 CEO Success Study\\nTexto: The 2018 CEO Success Study\\nRespuesta: The 2018']\n", "doc: {'id': 'multifines198', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Digital - Tecnología Telecomunicaciones Ocio y Medios\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Digital - Tecnología Telecomunicaciones Ocio y Medios', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Digital - Tecnología Telecomunicaciones Ocio y Medios\\nEtiquetas: Digital - Tecnología Telecomunicaciones O']\n", "doc: {'id': 'multifines69', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La visión de los CEOs de los principales países desarrollados y la importancia de la tecnología La visión de los CEOs de los principales países desarrollados y la importancia de la tecnología\\nRespuesta:', 'answer': 'Tecnología', 'text': 'La visión de los CEOs de los principales países desarrollados y la importancia de la tecnología La visión de los CEOs de los principales países desarrollados y la importancia de la tecnología', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' La visión de los CEOs de los principales países desarrollados y la importancia de la tecnología\\nEtiquetas']\n", "doc: {'id': 'multifines157', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Normativa europea de derechos de autor en la era digital\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Normativa europea de derechos de autor en la era digital', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Normativa europea de derechos de autor en la era digital\\n 1. ### Normativa europea de derechos de']\n", "doc: {'id': 'multifines118', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Temas candentes del sector inmobiliario español\\nRespuesta:', 'answer': 'Industria', 'text': 'Temas candentes del sector inmobiliario español', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Temas candentes del sector inmobiliario español\\n 1. A continuación, se muestra el texto original']\n", "doc: {'id': 'multifines153', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: España entre los mercados de acceso de Internet más ‘comoditizados’ del mundo \\nRespuesta:', 'answer': 'Tecnología', 'text': 'España entre los mercados de acceso de Internet más ‘comoditizados’ del mundo ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' 1\\nFuente: www.elpais.com\\n1.1.1.1.1.1.1']\n", "doc: {'id': 'multifines224', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Las empresas no satisfacen las demandas del nuevo cliente digital debido a su bajo grado de integración tecnológica\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Las empresas no satisfacen las demandas del nuevo cliente digital debido a su bajo grado de integración tecnológica', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Las empresas no satisfacen las demandas del nuevo cliente digital debido a su bajo grado de integración tecnológica\\nTexto']\n", "doc: {'id': 'multifines136', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Cómo invertir con éxito en India\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Cómo invertir con éxito en India', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' India es un mercado de capital en crecimiento rápido, con una gran demanda de inversión. Sin embargo, invertir']\n", "doc: {'id': 'multifines43', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Data y Analytics\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Data y Analytics', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Data and Analytics\\nEtiquetas: Data and Analytics\\nEtiquetas: Data and Analytics\\nEtiquetas: Data']\n", "doc: {'id': 'multifines18', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gobierno\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Gobierno', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Government\\nLa respuesta correcta es: Government\\nExplicación: Government is a form of organization that has a monopoly on']\n", "doc: {'id': 'multifines68', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Cómo aprovechar el Fondo de Recuperación Europeo\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Cómo aprovechar el Fondo de Recuperación Europeo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' How to use the European Recovery Fund\\nPalabras clave: European Recovery Fund, European Union, European Commission, European Parliament,']\n", "doc: {'id': 'multifines53', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Sólo ocho empresas españolas entre las 1.000 que más invierten en innovación en el mundo\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Sólo ocho empresas españolas entre las 1.000 que más invierten en innovación en el mundo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 2020-10-15T00:00:00+02:00\\nFuente de la respuesta: https']\n", "doc: {'id': 'multifines90', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El 43% de las ONG españolas ya son dirigidas por mujeres según el informe de Esade y PwC \\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'El 43% de las ONG españolas ya son dirigidas por mujeres según el informe de Esade y PwC ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 43% of Spanish NGOs are now led by women, according to the Esade and PwC report\\nTexto:']\n", "doc: {'id': 'multifines94', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Álvaro Torres - Socio PwC Tax & Legal Services\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Álvaro Torres - Socio PwC Tax & Legal Services', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Álvaro Torres - Socio PwC Tax & Legal Services\\nEl 1 de enero de 201']\n", "doc: {'id': 'multifines41', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Continuidad de operaciones mediante teletrabajo seguro. Ciberseguridad.\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Continuidad de operaciones mediante teletrabajo seguro. Ciberseguridad.', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Continuidad de operaciones mediante teletrabajo seguro. Ciberseguridad.\\n 1. Continuidad de']\n", "doc: {'id': 'multifines93', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Impacto del Brexit en los Recursos Humanos: Qué hacer y por qué es urgente prepararse\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Impacto del Brexit en los Recursos Humanos: Qué hacer y por qué es urgente prepararse', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' The impact of Brexit on human resources: what to do and why it is urgent to prepare\\nTexto: The impact of Brexit']\n", "doc: {'id': 'multifines116', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Digital - Retail y Consumo\\nRespuesta:', 'answer': 'Industria', 'text': 'Digital - Retail y Consumo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Digital - Retail y Consumo\\nTexto: Digital - Retail y Consumo\\nRespuesta: Digital - Retail y Consumo']\n", "doc: {'id': 'multifines218', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El salto digital de la atención sanitaria\\nRespuesta:', 'answer': 'Industria', 'text': 'El salto digital de la atención sanitaria', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' The Digital Leap in Healthcare\\nResumen: The Digital Leap in Healthcare\\nThe Digital Leap in Healthcare\\nThe digital revolution is']\n", "doc: {'id': 'multifines203', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Observatorio de la Industria Hotelera Española para la temporada de invierno 2014-2015\\nRespuesta:', 'answer': 'Industria', 'text': 'Observatorio de la Industria Hotelera Española para la temporada de invierno 2014-2015', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' 2014-2015 Winter Season Hotel Industry Observatory\\nTexto: Observatorio de la Industria Hotelera Española para']\n", "doc: {'id': 'multifines25', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La prensa experimentará una caída de los ingresos del 24% en los próximos cinco años\\nRespuesta:', 'answer': 'Industria', 'text': 'La prensa experimentará una caída de los ingresos del 24% en los próximos cinco años', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Negocios y Gestión\\nExplicación: The newspaper industry is expected to experience a 24% drop in revenue']\n", "doc: {'id': 'multifines209', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Buenas perspectivas de los hoteleros de cara a la temporada de verano\\nRespuesta:', 'answer': 'Industria', 'text': 'Buenas perspectivas de los hoteleros de cara a la temporada de verano', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' 2021-07-01T00:00:00+02:00\\nTexto: The hotel industry is optimistic']\n", "doc: {'id': 'multifines172', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: XIX Encuesta Mundial de CEOs - Automoción\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'XIX Encuesta Mundial de CEOs - Automoción', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 1. ¿Cuál es el principal desafío que enfrenta su empresa en el sector automotriz?\\nResp']\n", "doc: {'id': 'multifines74', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Dos de cada tres compañías industriales españolas se están quedando atrás en el proceso de digitalización\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Dos de cada tres compañías industriales españolas se están quedando atrás en el proceso de digitalización', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' 2 out of 3 Spanish industrial companies are lagging behind in the digitalization process\\nTexto: 2 out of']\n", "doc: {'id': 'multifines58', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La mayoría de los altos ejecutivos y de la ciudadanía escépticos ante los posibles acuerdos de la conferencia de Rio+20\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'La mayoría de los altos ejecutivos y de la ciudadanía escépticos ante los posibles acuerdos de la conferencia de Rio+20', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 2012-06-20T00:00:00+00:00\\nTexto: The majority of high-level']\n", "doc: {'id': 'multifines177', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Rompiendo con el LIBOR\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Rompiendo con el LIBOR', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' LIBOR\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Industria,']\n", "doc: {'id': 'multifines17', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Sanidad un sector en auge que ha alcanzado las 100 transacciones en los últimos 5 años\\nRespuesta:', 'answer': 'Industria', 'text': 'Sanidad un sector en auge que ha alcanzado las 100 transacciones en los últimos 5 años', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Sanidad un sector en auge que ha alcanzado las 100 transacciones en los últimos 5 años\\n ']\n", "doc: {'id': 'multifines49', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Consenso Económico - Tercer trimestre de 2017 - ¿Está en riesgo el futuro de las Pensiones?\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Consenso Económico - Tercer trimestre de 2017 - ¿Está en riesgo el futuro de las Pensiones?', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Consensus Economics - Third Quarter 2017 - Is the Future of Pensions at Risk?\\nTexto: Consensus Economics -']\n", "doc: {'id': 'multifines147', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: XIX Encuesta Mundial de CEOs - Sector Público\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'XIX Encuesta Mundial de CEOs - Sector Público', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' 1. ¿Cuál es el principal desafío que enfrenta su organización en el corto plazo?\\n']\n", "doc: {'id': 'multifines92', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Trébol: la solución integral de Real Estate de PwC\\nRespuesta:', 'answer': 'Industria', 'text': 'Trébol: la solución integral de Real Estate de PwC', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' PwC Real Estate Solutions\\nResumen: PwC Real Estate Solutions is a global team of real estate professionals who']\n", "doc: {'id': 'multifines158', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Las empresas aumentan sus presupuestos en ciberseguridad para combatir el aumento de los ciberataques por la pandemia\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Las empresas aumentan sus presupuestos en ciberseguridad para combatir el aumento de los ciberataques por la pandemia', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Las empresas aumentan sus presupuestos en ciberseguridad para combatir el aumento de los ciberataques por la']\n", "doc: {'id': 'multifines160', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Procesal y arbitraje - Asesoramiento legal y fiscal – PwC España\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Procesal y arbitraje - Asesoramiento legal y fiscal – PwC España', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Procesal y arbitraje - Asesoramiento legal y fiscal – PwC España\\nTexto: Procesal']\n", "doc: {'id': 'multifines75', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacte - Global Innovation 1000 - 2017\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Contacte - Global Innovation 1000 - 2017', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Global Innovation 1000 - 2017\\nTexto: Global Innovation 1000 - 2017\\nRespuesta:']\n", "doc: {'id': 'multifines141', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Los expertos apuestan por la jubilación activa para alargar la vida laboral y ayudar a la sostenibilidad de las pensiones\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Los expertos apuestan por la jubilación activa para alargar la vida laboral y ayudar a la sostenibilidad de las pensiones', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Los expertos apuestan por la jubilación activa para alargar la vida laboral y ayudar a la']\n", "doc: {'id': 'multifines20', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Alberto Monreal - Socio responsable - Procedimientos tributarios\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Alberto Monreal - Socio responsable - Procedimientos tributarios', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' 1. Business and Management\\n2. Finance\\n3. Government and Control\\n4. Industry\\n5. Taxes and']\n", "doc: {'id': 'multifines96', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: PwC apagará las luces de su sede en Madrid para luchar, de forma simbólica, contra el cambio climático\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'PwC apagará las luces de su sede en Madrid para luchar, de forma simbólica, contra el cambio climático', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' PwC apagará las luces de su sede en Madrid para luchar, de forma simbólica,']\n", "doc: {'id': 'multifines31', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gracias - Unión Bancaria, el precio de la estabilidad\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Gracias - Unión Bancaria, el precio de la estabilidad', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Gracias - Unión Bancaria, el precio de la estabilidad\\nResumen: El Banco Central Europeo (B']\n", "doc: {'id': 'multifines137', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La Unión Bancaria: ahora empieza de verdad\\nRespuesta:', 'answer': 'Finanzas', 'text': 'La Unión Bancaria: ahora empieza de verdad', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' La Unión Bancaria: ahora empieza de verdad\\n 1. 1 2013-05-']\n", "doc: {'id': 'multifines117', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El sector hotelero afronta con optimismo la temporada de invierno\\nRespuesta:', 'answer': 'Industria', 'text': 'El sector hotelero afronta con optimismo la temporada de invierno', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' El sector hotelero afronta con optimismo la temporada de invierno\\n 1. ### El sector hotel']\n", "doc: {'id': 'multifines11', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Gobierno corporativo - Gracias\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Gobierno corporativo - Gracias', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Government - Thanks\\nTexto: Gobierno corporativo - Gracias\\nRespuesta: Government - Thanks\\nTexto: Gobierno corporativo']\n", "doc: {'id': 'multifines67', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Estudio de la Profesión de Auditoría Interna 2018\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Estudio de la Profesión de Auditoría Interna 2018', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Estudio de la Profesión de Auditoría Interna 2018\\nEtiquetas: Negocios y Gestión']\n", "doc: {'id': 'multifines207', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacta con Digital - Retail & consumo\\nRespuesta:', 'answer': 'Industria', 'text': 'Contacta con Digital - Retail & consumo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Contacta con Digital - Retail & consumo\\nTexto: Contacta con Digital - Retail & consumo\\nRespuesta: Contacta']\n", "doc: {'id': 'multifines88', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Índice de Economía Baja en Carbono 2019\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Índice de Economía Baja en Carbono 2019', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Índice de Economía Baja en Carbono 2019\\nObtenido: Mon, 25 Jan']\n", "doc: {'id': 'multifines91', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: ClosinGap presenta un ambicioso plan con quince acuerdos voluntarios para cerrar las brechas de género en España\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'ClosinGap presenta un ambicioso plan con quince acuerdos voluntarios para cerrar las brechas de género en España', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' 2022-11-22T00:00:00+01:00\\nClosinGap presenta un amb']\n", "doc: {'id': 'multifines24', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Auditoría Interna\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Auditoría Interna', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Auditoría Interna\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Indust']\n", "doc: {'id': 'multifines97', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Otras especialidades fiscales\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Otras especialidades fiscales', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Otras especialidades fiscales\\n 1. ## Otras especialidades fiscales\\n 2. ## O']\n", "doc: {'id': 'multifines211', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Cómo pueden los hoteles afrontar la situación financiera ante esta crisis\\nRespuesta:', 'answer': 'Industria', 'text': 'Cómo pueden los hoteles afrontar la situación financiera ante esta crisis', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Cómo pueden los hoteles afrontar la situación financiera ante esta crisis\\nResumen: El sector hotelero']\n", "doc: {'id': 'multifines220', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Acelerar el impacto digital y tecnológico\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Acelerar el impacto digital y tecnológico', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Acelerar el impacto digital y tecnológico\\nEtiquetas: Negocios y Gestión, Fin']\n", "doc: {'id': 'multifines86', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El dinero en 2033\\nRespuesta:', 'answer': 'Finanzas', 'text': 'El dinero en 2033', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Finanzas\\nTexto: El dinero en 2033\\nRespuesta: Finanzas\\nTexto: El dinero en']\n", "doc: {'id': 'multifines210', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: PwC lidera por cuarto año consecutivo el mercado de transacciones en España en 2015\\nRespuesta:', 'answer': 'Finanzas', 'text': 'PwC lidera por cuarto año consecutivo el mercado de transacciones en España en 2015', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' PwC leads the Spanish M&A market for the fourth year in a row in 2015\\nTexto: Pw']\n", "doc: {'id': 'multifines39', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Observatorio de la industria hotelera en el verano 2016\\nRespuesta:', 'answer': 'Industria', 'text': 'Observatorio de la industria hotelera en el verano 2016', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Observatorio de la industria hotelera en el verano 2016\\nPalabras clave: observatorio, hotelera']\n", "doc: {'id': 'multifines195', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Transparencia en el reporting fiscal: ¿Qué están publicando las compañías del IBEX 35?. Publicaciones Legal y Fiscal PwC España\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Transparencia en el reporting fiscal: ¿Qué están publicando las compañías del IBEX 35?. Publicaciones Legal y Fiscal PwC España', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' 2019-10-10T15:00:00+02:00\\nFuente: www.pwc.es']\n", "doc: {'id': 'multifines87', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Diversidad e Inclusión\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Diversidad e Inclusión', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Diversidad e Inclusión\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y']\n", "doc: {'id': 'multifines214', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Sanidad\\nRespuesta:', 'answer': 'Industria', 'text': 'Sanidad', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Health\\nLa respuesta correcta es: Health\\nLa respuesta correcta es: Health\\nLa respuesta correcta es: Health']\n", "doc: {'id': 'multifines178', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El mercado de transacciones se reinventa\\nRespuesta:', 'answer': 'Finanzas', 'text': 'El mercado de transacciones se reinventa', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' El mercado de transacciones se reinventa\\n 1. El mercado de transacciones se reinventa\\n 2']\n", "doc: {'id': 'multifines40', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Los Private Equity deberán poner más foco en los ingresos dentro de sus planes de creación de valor para alcanzar los retornos requeridos por sus inversores\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Los Private Equity deberán poner más foco en los ingresos dentro de sus planes de creación de valor para alcanzar los retornos requeridos por sus inversores', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Los Private Equity deberán poner más foco en los ingresos dentro de sus planes de creación de valor para alcanzar']\n", "doc: {'id': 'multifines1', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Aportación al Fondo de Eficiencia Energética en el año 2016\\nRespuesta:', 'answer': 'Industria', 'text': 'Aportación al Fondo de Eficiencia Energética en el año 2016', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Aportación al Fondo de Eficiencia Energética en el año 2016\\nEtiquetas: Negoci']\n", "doc: {'id': 'multifines71', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: PwC mejor consultora en Tesorería del mundo\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'PwC mejor consultora en Tesorería del mundo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' PwC mejor consultora en Tesorería del mundo\\n 1. PwC mejor consultora en Tes']\n", "doc: {'id': 'multifines150', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: ¿Preparados para un Brexit sin acuerdo?\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': '¿Preparados para un Brexit sin acuerdo?', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' ¿Preparados para un Brexit sin acuerdo?\\nTexto: ¿Preparados para un Brexit sin acuerdo?\\nRespuesta:']\n", "doc: {'id': 'multifines114', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Reglamento Europeo de Protección de Datos. El Delegado de Protección de Datos Reglamento Europeo de Protección de Datos. \\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'Reglamento Europeo de Protección de Datos. El Delegado de Protección de Datos Reglamento Europeo de Protección de Datos. ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' Reglamento Europeo de Protección de Datos. El Delegado de Protección de Datos Reglamento Europeo']\n", "doc: {'id': 'multifines56', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Profesionales con experiencia\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Profesionales con experiencia', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Business and Management\\nExplicación: Business and Management is a broad field that encompasses a wide range of topics related to the']\n", "doc: {'id': 'multifines107', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: XXI Encuesta Mundial de CEOs\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'XXI Encuesta Mundial de CEOs', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Negocios y Gestión\\nEtiquetas: Negocios y Gestión\\nEtiquetas: Negocios']\n", "doc: {'id': 'multifines217', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: En 2030 Europa tendrá 80 millones de coches menos como consecuencia del transporte compartido y de la digitalización \\nRespuesta:', 'answer': 'Industria', 'text': 'En 2030 Europa tendrá 80 millones de coches menos como consecuencia del transporte compartido y de la digitalización ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Transporte compartido y digitalización\\nTexto: En 2030 Europa tendrá 80 millones de coches menos como']\n", "doc: {'id': 'multifines179', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Informe anual 2016\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Informe anual 2016', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' 2016 Annual Report\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control,']\n", "doc: {'id': 'multifines166', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacte - Real Estate - Solución Trébol\\nRespuesta:', 'answer': 'Industria', 'text': 'Contacte - Real Estate - Solución Trébol', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Contacte - Real Estate - Solución Trébol\\nOtra versión de: Contacte - Real Estate - Solución']\n", "doc: {'id': 'multifines183', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Conoce la fundación: misión y visión\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Conoce la fundación: misión y visión', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Fundación: misión y visión\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno']\n", "doc: {'id': 'multifines50', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Cayetano Soler Morella - Socio responsable de Transporte y Logística\\nRespuesta:', 'answer': 'Industria', 'text': 'Cayetano Soler Morella - Socio responsable de Transporte y Logística', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' 1. Transporte y Logística\\n2. Finanzas\\n3. Gobierno y Control\\n4. Industria']\n", "doc: {'id': 'multifines143', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Los auditores internos reclaman su papel como asesor de confianza de las empresas\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Los auditores internos reclaman su papel como asesor de confianza de las empresas', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Los auditores internos reclaman su papel como asesor de confianza de las empresas\\nResumen: Los audit']\n", "doc: {'id': 'multifines227', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Rocío Fernández, socia responsable de Mercados de Capitales\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Rocío Fernández, socia responsable de Mercados de Capitales', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' La respuesta correcta es \"Negocios y Gestión\"\\nLa respuesta correcta es \"Negocios y Gestión']\n", "doc: {'id': 'multifines154', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El sector hotelero prevé una temporada de verano desigual\\nRespuesta:', 'answer': 'Industria', 'text': 'El sector hotelero prevé una temporada de verano desigual', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' 200 OK\\nTexto: El sector hotelero prevé una temporada de verano desigual\\nHoteles y']\n", "doc: {'id': 'multifines129', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Fiscalidad corporativa\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Fiscalidad corporativa', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' Corporate tax\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Industria,']\n", "doc: {'id': 'multifines59', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: PwC contratará a 1.100 profesionales el próximo curso\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'PwC contratará a 1.100 profesionales el próximo curso', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' PwC contratará a 1.100 profesionales el próximo curso\\nExtracto: PwC contratar']\n", "doc: {'id': 'multifines55', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacte - Retail & Consumo\\nRespuesta:', 'answer': 'Industria', 'text': 'Contacte - Retail & Consumo', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Contacte - Retail & Consumo\\nOtra respuesta: Contacte - Retail & Consumo\\nOtra respuesta: Contact']\n", "doc: {'id': 'multifines23', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Fusiones y adquisiciones (M&A)\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Fusiones y adquisiciones (M&A)', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' M&A\\nTexto: M&A\\nRespuesta: M&A\\nTexto: M&A\\nRespuesta: M&A\\n']\n", "doc: {'id': 'multifines7', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Recién titulados y juniors\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Recién titulados y juniors', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Recién titulados y juniors\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y']\n", "doc: {'id': 'multifines8', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El sector inmobiliario europeo afronta 2019 con optimismo a pesar de la inestabilidad política \\nRespuesta:', 'answer': 'Industria', 'text': 'El sector inmobiliario europeo afronta 2019 con optimismo a pesar de la inestabilidad política ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Negocios y Gestión\\nExplicación: The European real estate sector is entering 2019 with optimism despite political']\n", "doc: {'id': 'multifines108', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Movilidad internacional\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Movilidad internacional', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Movilidad internacional\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Indust']\n", "doc: {'id': 'multifines151', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: 86 abogados de PwC Tax & Legal reconocidos en el ranking ‘Best Lawyers’ \\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': '86 abogados de PwC Tax & Legal reconocidos en el ranking ‘Best Lawyers’ ', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' 86 PwC Tax & Legal lawyers recognized in the ‘Best Lawyers’ ranking\\nFuente del texto: https://']\n", "doc: {'id': 'multifines22', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Yolanda Cano, directora responsable de de Imposición Indirecta\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Yolanda Cano, directora responsable de de Imposición Indirecta', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' 1. Negocios y Gestión\\n2. Finanzas\\n3. Gobierno y Control\\n4. Indust']\n", "doc: {'id': 'multifines139', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacta con Digital - Ciberseguridad\\nRespuesta:', 'answer': 'Tecnología', 'text': 'Contacta con Digital - Ciberseguridad', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 5}\n", "requests: [' Contacta con Digital - Ciberseguridad\\nPalabras clave: ciberseguridad, digital, contacta, c']\n", "doc: {'id': 'multifines226', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: La Unión Bancaria, un proceso irreversible en marcha\\nRespuesta:', 'answer': 'Finanzas', 'text': 'La Unión Bancaria, un proceso irreversible en marcha', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' La Unión Bancaria, un proceso irreversible en marcha\\nLa Unión Bancaria, un proceso irreversible en marcha']\n", "doc: {'id': 'multifines173', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Responsabilidad social corporativa\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Responsabilidad social corporativa', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Corporate social responsibility\\nEtiquetas: Negocios y Gestión, Finanzas, Gobierno y Control, Industria']\n", "doc: {'id': 'multifines26', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: COVID-19: ¿Cómo estructurar la respuesta de tu empresa?\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'COVID-19: ¿Cómo estructurar la respuesta de tu empresa?', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' COVID-19: ¿Cómo estructurar la respuesta de tu empresa?\\nResumen: El COVID-19 ha cambiado el']\n", "doc: {'id': 'multifines188', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacte - Sanidad\\nRespuesta:', 'answer': 'Industria', 'text': 'Contacte - Sanidad', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Contacte - Sanidad\\n 1. ### Contacte - Sanidad\\n 2. ### Contacte -']\n", "doc: {'id': 'multifines35', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Consejos de Administración de las Empresas Cotizadas\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'Consejos de Administración de las Empresas Cotizadas', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [' Consejos de Administración de las Empresas Cotizadas\\n 1. ### Consejos de Administración de las']\n", "doc: {'id': 'multifines57', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Contacte - Pharma\\nRespuesta:', 'answer': 'Industria', 'text': 'Contacte - Pharma', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Contacte - Pharma\\nTexto: Contacte - Pharma\\nRespuesta: Contacte - Pharma\\nTexto: Contacte -']\n", "doc: {'id': 'multifines62', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Asesoría fiscal y legal en el sector sanitario\\nRespuesta:', 'answer': 'Industria', 'text': 'Asesoría fiscal y legal en el sector sanitario', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' Asesoría fiscal y legal en el sector sanitario\\nTexto: Asesoría fiscal y legal en el sector sanitario']\n", "doc: {'id': 'multifines70', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: España se caerá de entre las veinte mayores economías del mundo en 2050 por el auge de los países emergentes\\nRespuesta:', 'answer': 'Gobierno y Control', 'text': 'España se caerá de entre las veinte mayores economías del mundo en 2050 por el auge de los países emergentes', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 2}\n", "requests: [' 1. Negocios y Gestión\\nRespuesta: 2. Finanzas\\nRespuesta: 3']\n", "doc: {'id': 'multifines189', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Observatorio de la Industria Hotelera Española - Invierno 2018-2019\\nRespuesta:', 'answer': 'Industria', 'text': 'Observatorio de la Industria Hotelera Española - Invierno 2018-2019', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 3}\n", "requests: [' 2018-2019 Winter Hotel Industry Observatory\\nTexto: The Spanish hotel industry has closed the first quarter of 201']\n", "doc: {'id': 'multifines6', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Deals. Las personas en las transacciones\\nRespuesta:', 'answer': 'Finanzas', 'text': 'Deals. Las personas en las transacciones', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 1}\n", "requests: [' Deals. Las personas en las transacciones\\nRespuesta: Deals. Las personas en las transacciones\\nRespuesta: Deals']\n", "doc: {'id': 'multifines28', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: El recorrido de PwC en diversidad\\nRespuesta:', 'answer': 'Negocios y Gestión', 'text': 'El recorrido de PwC en diversidad', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 0}\n", "requests: [\" PwC's journey to diversity\\nResumen: PwC's journey to diversity. PwC's journey to\"]\n", "doc: {'id': 'multifines163', 'query': 'Lee el texto cuidadosamente y elige la etiqueta adecuada para el texto de las etiquetas de \"Negocios y Gestión\", \"Finanzas\", \"Gobierno y Control\", \"Industria\", \"Impuestos y Contabilidad\", \"Tecnología\".\\nTexto: Una información más inmediata, que vaya más allá de los aspectos financieros y que analice la gestión de riesgos, claves para el futuro de la auditoría\\nRespuesta:', 'answer': 'Impuestos y Contabilidad', 'text': 'Una información más inmediata, que vaya más allá de los aspectos financieros y que analice la gestión de riesgos, claves para el futuro de la auditoría', 'choices': ['Negocios y Gestión', 'Finanzas', 'Gobierno y Control', 'Industria', 'Impuestos y Contabilidad', 'Tecnología'], 'gold': 4}\n", "requests: [' La auditoría de riesgos es una herramienta que permite a los auditores identificar y evaluar los riesgos que']\n", "{\n", " \"results\": {\n", " \"flare_es_multifin\": {\n", " \"acc\": 0.09130434782608696,\n", " \"acc_stderr\": 0.019034313292240444,\n", " \"missing\": 0.7043478260869566,\n", " \"missing_stderr\": 0.030155489768916178,\n", " \"f1\": 0.11305452575947711,\n", " \"macro_f1\": 0.10240591677699078,\n", " \"mcc\": 0.04618295399510154\n", " }\n", " },\n", " \"versions\": {\n", " \"flare_es_multifin\": 1\n", " },\n", " \"config\": {\n", " \"model\": \"hf-causal-vllm\",\n", " \"model_args\": \"pretrained=meta-llama/Meta-Llama-3.1-8B,tokenizer=meta-llama/Meta-Llama-3.1-8B,dtype=float16,use_fast=False,max_gen_toks=25\",\n", " \"num_fewshot\": 0,\n", " \"batch_size\": \"20000\",\n", " \"batch_sizes\": [],\n", " \"device\": null,\n", " \"no_cache\": false,\n", " \"limit\": null,\n", " \"bootstrap_iters\": 100,\n", " \"description_dict\": {}\n", " }\n", "}\n", "hf-causal-vllm (pretrained=meta-llama/Meta-Llama-3.1-8B,tokenizer=meta-llama/Meta-Llama-3.1-8B,dtype=float16,use_fast=False,max_gen_toks=25), limit: None, provide_description: False, num_fewshot: 0, batch_size: 20000\n", "| Task |Version| Metric |Value | |Stderr|\n", "|-----------------|------:|--------|-----:|---|-----:|\n", "|flare_es_multifin| 1|acc |0.0913|± |0.0190|\n", "| | |missing |0.7043|± |0.0302|\n", "| | |f1 |0.1131| | |\n", "| | |macro_f1|0.1024| | |\n", "| | |mcc |0.0462| | |\n", "\n" ] } ], "source": [ "!python PIXIU/src/eval.py \\\n", " --model \"hf-causal-vllm\" \\\n", " --model_args \"pretrained=meta-llama/Meta-Llama-3.1-8B,tokenizer=meta-llama/Meta-Llama-3.1-8B,dtype=float16,use_fast=False,max_gen_toks=25\" \\\n", " --tasks \"flare_es_multifin\" \\\n", " --batch_size 20000 \\\n", " --num_fewshot 0" ] }, { "cell_type": "markdown", "metadata": { "id": "B0VJg96ynY6J" }, "source": [ "# Duxiaoman-DI/XuanYuan-6B-Chat on FiQA-SA dataset" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "J60NLiLnnffc", "outputId": "4b3fed2b-d20d-4ecb-e843-6a51b5907166" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024-08-30 06:10:08.813250: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", "2024-08-30 06:10:08.829560: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-08-30 06:10:08.851320: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-08-30 06:10:08.857775: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2024-08-30 06:10:08.873323: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-08-30 06:10:10.245799: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", "[nltk_data] Downloading package punkt to /root/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "Selected Tasks: ['flare_fiqasa']\n", "config.json: 100% 663/663 [00:00<00:00, 3.93MB/s]\n", "INFO 08-30 06:10:19 llm_engine.py:174] Initializing an LLM engine (v0.5.4) with config: model='Qwen/Qwen2-7B-Instruct', speculative_config=None, tokenizer='Qwen/Qwen2-7B-Instruct', skip_tokenizer_init=False, tokenizer_mode=slow, revision=main, rope_scaling=None, rope_theta=None, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=32768, download_dir=None, load_format=LoadFormat.AUTO, tensor_parallel_size=1, pipeline_parallel_size=1, disable_custom_all_reduce=False, quantization=None, enforce_eager=False, kv_cache_dtype=auto, quantization_param_path=None, device_config=cuda, decoding_config=DecodingConfig(guided_decoding_backend='outlines'), observability_config=ObservabilityConfig(otlp_traces_endpoint=None), seed=0, served_model_name=Qwen/Qwen2-7B-Instruct, use_v2_block_manager=False, enable_prefix_caching=False)\n", "tokenizer_config.json: 100% 1.29k/1.29k [00:00<00:00, 9.38MB/s]\n", "vocab.json: 100% 2.78M/2.78M [00:00<00:00, 10.5MB/s]\n", "merges.txt: 100% 1.67M/1.67M [00:00<00:00, 72.4MB/s]\n", "tokenizer.json: 100% 7.03M/7.03M [00:00<00:00, 17.3MB/s]\n", "WARNING 08-30 06:10:21 tokenizer.py:129] Using a slow tokenizer. This might cause a significant slowdown. Consider using a fast tokenizer instead.\n", "generation_config.json: 100% 243/243 [00:00<00:00, 1.42MB/s]\n", "INFO 08-30 06:10:21 model_runner.py:720] Starting to load model Qwen/Qwen2-7B-Instruct...\n", "INFO 08-30 06:10:21 weight_utils.py:225] Using model weights format ['*.safetensors']\n", "model-00004-of-00004.safetensors: 0% 0.00/3.56G [00:00 technical SELL $QQQ [06/25] ~> DOWN\\nAnswer:', 'answer': 'negative', 'text': 'for @vnoto74 to follow: after a SELL signal by $NDX internals [06/23] ~> technical SELL $QQQ [06/25] ~> DOWN', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text indicates a series of sell signals and a downward trend for the mentioned financial instruments ($NDX and $QQQ), suggesting a negative outlook on their future performance. The use of terms like \"SELL\" and \"DOWN\" further emphasizes a negative sentiment. The mention of following @vnoto74 might be seen as a recommendation or advice, but the overall context of the post is negative due to the financial advice given.']\n", "doc: {'id': 'fiqasa959', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $LNKD Daily Phase 2 retest - Price experiencing early rejection. Can it retest? http://stks.co/t04xX\\nAnswer:', 'answer': 'negative', 'text': '$LNKD Daily Phase 2 retest - Price experiencing early rejection. Can it retest? http://stks.co/t04xX', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe text provided is discussing a financial situation related to the stock or security symbol $LNKD, specifically mentioning a \"Daily Phase 2 retest\" and the price experiencing \"early rejection.\" The text does not express a positive or negative sentiment about the situation. Instead, it is providing information about the market behavior, which could be interpreted as neutral. The question of whether the price can retest is also neutral in sentiment, as it is simply asking a question about market dynamics without expressing approval or disapproval. Therefore, the sentiment of the text is Neutral.']\n", "doc: {'id': 'fiqasa1083', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Commented on It's Time To Embrace Dividend Growth https://t.co/wc2qfP79TN $ABBV $CSCO $WYN\\nAnswer:\", 'answer': 'positive', 'text': \"Commented on It's Time To Embrace Dividend Growth https://t.co/wc2qfP79TN $ABBV $CSCO $WYN\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text appears to be a comment on a link to an article about embracing dividend growth in investments, mentioning specific stock symbols. There is no clear indication of positive or negative feelings towards the topic or the stocks mentioned. The sentiment is neutral because it does not express a positive or negative opinion about the subject matter.']\n", "doc: {'id': 'fiqasa1042', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: GE to Sell Majority Stake in Bank BPH's Core Bank to Alior Bank\\nAnswer:\", 'answer': 'positive', 'text': \"GE to Sell Majority Stake in Bank BPH's Core Bank to Alior Bank\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"GE to Sell Majority Stake in Bank BPH\\'s Core Bank to Alior Bank\" is neutral. This headline simply states a transaction between two entities, General Electric (GE) and Alior Bank, regarding the sale of a portion of Bank BPH\\'s core bank. It does not inherently express a positive or negative sentiment about the companies, the transaction, or the market. Neutral sentiment means that the headline is providing factual information without indicating a favorable or unfavorable opinion.']\n", "doc: {'id': 'fiqasa950', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $COST Costco less than stellar day but it held the 50 day moving average\\nAnswer:', 'answer': 'negative', 'text': '$COST Costco less than stellar day but it held the 50 day moving average', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post is neutral because it neither expresses a positive nor a negative view about the performance of Costco. The text simply states that Costco had a \"less than stellar day\" but managed to maintain its 50-day moving average, which is a neutral observation rather than an endorsement or criticism. The lack of emotional language or clear positive/negative indicators makes the sentiment neutral.']\n", "doc: {'id': 'fiqasa983', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: 3rd red day in a row ? $TSLA\\nAnswer:', 'answer': 'negative', 'text': '3rd red day in a row ? $TSLA', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text mentions \"3rd red day in a row,\" which implies that the stock price of Tesla ($TSLA) has been decreasing for three consecutive days. The term \"red\" is commonly used in financial contexts to indicate a decline in stock prices, hence the overall sentiment of the post is negative, reflecting a downturn in the stock\\'s performance.']\n", "doc: {'id': 'fiqasa1010', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: AstraZeneca diabetes drug combination faces delay after FDA rebuff\\nAnswer:', 'answer': 'negative', 'text': 'AstraZeneca diabetes drug combination faces delay after FDA rebuff', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"AstraZeneca diabetes drug combination faces delay after FDA rebuff\" is negative. The headline indicates that there has been a setback for AstraZeneca\\'s diabetes drug combination due to a rejection or refusal (rebuff) from the FDA (Food and Drug Administration). This suggests that the development or approval process for the drug has been negatively impacted, which could potentially lead to delays in bringing the product to market or could have implications for the company\\'s financial performance and investor confidence. The use of words like \"delay\" and \"rebuff\" conveys a sense of disappointment, hindrance,']\n", "doc: {'id': 'fiqasa965', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $AMRN You can many times find top and bottoms when shorts start rejoicing or bulls start rejoicing. Currently it is the shorts rejoicing\\nAnswer:', 'answer': 'negative', 'text': '$AMRN You can many times find top and bottoms when shorts start rejoicing or bulls start rejoicing. Currently it is the shorts rejoicing', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text suggests that the current market movement, with shorts (short sellers) rejoicing, indicates a potential top or bottom in the stock price of $AMRN. This implies that the author believes the stock might be overvalued or that the market is nearing a significant change, which could be seen as a negative outlook for potential investors. The rejoicing of shorts is often associated with a bearish sentiment, as short sellers profit from the decline in stock prices. Therefore, the overall sentiment expressed in the post is Negative.']\n", "doc: {'id': 'fiqasa1058', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $IACI http://stks.co/tJU Looks good on the weekly chart.\\nAnswer:', 'answer': 'positive', 'text': '$IACI http://stks.co/tJU Looks good on the weekly chart.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text mentions that the stock of IACI ($IACI) looks good on the weekly chart, which is a neutral observation rather than an expression of positive or negative sentiment. It simply indicates that the chart suggests a potentially favorable condition for the stock, without conveying enthusiasm or concern.']\n", "doc: {'id': 'fiqasa1073', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: RT @andrewnyquist Chartology: Yahoo: http://stks.co/1itr $YHOO Crazy looking chart, but nearing breakout resistance line...\\nAnswer:', 'answer': 'positive', 'text': 'RT @andrewnyquist Chartology: Yahoo: http://stks.co/1itr $YHOO Crazy looking chart, but nearing breakout resistance line...', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post is neutral because it does not express a clear positive or negative opinion about the stock or market conditions. The text simply describes the chart as \"crazy looking\" and mentions that it is nearing a \"breakout resistance line,\" which could be interpreted as either positive or negative depending on the context and the perspective of the reader. Without additional context or a clear statement of the author\\'s opinion, the sentiment cannot be confidently classified as positive or negative.']\n", "doc: {'id': 'fiqasa948', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Fastenal misses by $0.01, misses on revenue $FAST #NYSE https://t.co/63JHQ7pwMN\\nAnswer:', 'answer': 'negative', 'text': 'Fastenal misses by $0.01, misses on revenue $FAST #NYSE https://t.co/63JHQ7pwMN', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [\" Neutral\\n\\nThe sentiment of the financial post provided is neutral. The text mentions that Fastenal, a company whose stock is listed on the NYSE, has missed earnings and revenue expectations. However, the post does not express a positive or negative opinion about the miss; it simply states the fact. There is no indication of the author's feelings or attitudes towards the company's performance, making the sentiment neutral. The post is likely providing information or analysis without expressing a personal sentiment.\"]\n", "doc: {'id': 'fiqasa1165', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: HSBC shakes up board with two new business chiefs, three departures\\nAnswer:', 'answer': 'neutral', 'text': 'HSBC shakes up board with two new business chiefs, three departures', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe headline \"HSBC shakes up board with two new business chiefs, three departures\" is neutral because it simply states a fact or event without expressing a positive or negative opinion about it. The headline informs the reader that HSBC has made changes to its board, introducing new business chiefs and having three individuals leave, but it does not convey any sentiment about the significance, impact, or appropriateness of these changes. To determine the sentiment, one would need additional context or information about the implications of these board changes for HSBC or the industry it operates in. Without such context, the headline is considered neutral.']\n", "doc: {'id': 'fiqasa968', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Is Trouble Brewing At Legal & General Group Plc And Aviva plc?\\nAnswer:', 'answer': 'negative', 'text': 'Is Trouble Brewing At Legal & General Group Plc And Aviva plc?', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"Is Trouble Brewing At Legal & General Group Plc And Aviva plc?\" is neutral. This is because the headline does not inherently express a positive or negative sentiment. It is a question that suggests there might be issues or problems at the mentioned companies, but it does not explicitly convey whether these issues are good or bad. The headline is more of a statement of inquiry or concern rather than a statement of fact with a clear positive or negative connotation. To determine the actual sentiment, one would need to look at the content of the article or further information provided.']\n", "doc: {'id': 'fiqasa980', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Glencore Cuts 2015 Budget, Plans To Divest From Lonmin\\nAnswer:', 'answer': 'negative', 'text': 'Glencore Cuts 2015 Budget, Plans To Divest From Lonmin', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nStep 1: Analyze the headline for keywords that indicate sentiment.\\n- \"Cuts\" and \"plans to divest\" are keywords that suggest a reduction in spending or assets, which is typically associated with negative financial outcomes.\\n\\nStep 2: Consider the context of the headline.\\n- The headline mentions Glencore, a large mining and commodities company, cutting its 2015 budget and planning to divest from Lonmin, another company. This suggests that the company is experiencing financial difficulties or making strategic changes in response to poor performance.\\n\\nStep 3: Determine the sentiment based on the analysis.\\n- Given the']\n", "doc: {'id': 'fiqasa982', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $mcp rolling over for a new intraday low. Bottom Pickers continue to get destroyed\\nAnswer:', 'answer': 'negative', 'text': '$mcp rolling over for a new intraday low. Bottom Pickers continue to get destroyed', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text mentions \"$mcp rolling over for a new intraday low,\" which implies that the stock price of $mcp is decreasing, possibly reaching a new low within the trading day. This is generally not a positive sign for investors, as it suggests a decline in the stock\\'s value. Additionally, the phrase \"Bottom Pickers continue to get destroyed\" indicates that those who are trying to buy the stock at what they believe to be a low price are experiencing losses, further emphasizing the negative sentiment. Overall, the post conveys a negative outlook on the stock\\'s performance.']\n", "doc: {'id': 'fiqasa1036', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Seat belt recall? who cares.... I'm a buyer $TSLA\\nAnswer:\", 'answer': 'positive', 'text': \"Seat belt recall? who cares.... I'm a buyer $TSLA\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text does not express a positive or negative opinion about the seat belt recall or the stock of Tesla ($TSLA). Instead, it seems to be a casual statement indicating that the person is not concerned about the recall and is still interested in buying Tesla stock. There is no clear indication of enthusiasm or disapproval, which would be necessary to classify the sentiment as positive or negative. Therefore, the sentiment is neutral.']\n", "doc: {'id': 'fiqasa1023', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Shire proposes $30 bln all-share tie-up with Baxalta\\nAnswer:', 'answer': 'positive', 'text': 'Shire proposes $30 bln all-share tie-up with Baxalta', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"Shire proposes $30 bln all-share tie-up with Baxalta\" is neutral. This is because the headline simply states a fact or an event without expressing a positive or negative opinion or emotion. It informs the reader about a business proposal between two companies, Shire and Baxalta, without indicating any favorable or unfavorable sentiment towards the action. Neutral sentiment is appropriate when the headline does not lean towards a positive or negative evaluation of the situation.']\n", "doc: {'id': 'fiqasa942', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco share price tumbles after negative broker note\\nAnswer:', 'answer': 'negative', 'text': 'Tesco share price tumbles after negative broker note', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Tesco share price tumbles after negative broker note\" is negative. The headline indicates that the share price of Tesco, a well-known retail company, has decreased significantly following a negative assessment or recommendation from a financial analyst or brokerage firm. This suggests that the market or investors have responded unfavorably to the broker\\'s note, which likely contained critical or pessimistic views on the company\\'s performance, prospects, or financial health. The use of the term \"tumbles\" also implies a sharp and sudden decline, further emphasizing the negative sentiment.']\n", "doc: {'id': 'fiqasa1063', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: @Vegastrader66 Looks like good entry for $QIHU here.\\nAnswer:', 'answer': 'positive', 'text': '@Vegastrader66 Looks like good entry for $QIHU here.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text mentions a potential \"good entry\" for a stock, which could be interpreted as positive, but it does not express any strong enthusiasm or negativity. It simply provides an observation or suggestion without a clear positive or negative emotion attached to it. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1151', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: REFILE-Hikma and Barclays help Britain's FTSE to climb higher\\nAnswer:\", 'answer': 'positive', 'text': \"REFILE-Hikma and Barclays help Britain's FTSE to climb higher\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial headline \"REFILE-Hikma and Barclays help Britain\\'s FTSE to climb higher\" is positive. The headline indicates that the performance of the British stock market index, the FTSE, has improved due to the contributions of two companies, Hikma and Barclays. The use of the word \"climb\" suggests an upward movement, which is generally associated with positive financial performance. Additionally, the inclusion of the term \"help\" implies that these companies have had a beneficial impact on the market, further reinforcing the positive sentiment. Therefore, the overall sentiment of the headline is positive.']\n", "doc: {'id': 'fiqasa1147', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: .@barronsonline sees #Apple at $150/share in a year (+36% from today) on growing services business. $AAPL https://t.co/3BDNEKN7l1\\nAnswer:', 'answer': 'positive', 'text': '.@barronsonline sees #Apple at $150/share in a year (+36% from today) on growing services business. $AAPL https://t.co/3BDNEKN7l1', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Positive\\n\\nThe sentiment of the financial post is positive because it mentions that @barronsonline predicts Apple's stock price to reach $150 per share in a year, which is a 36% increase from the current price. This prediction suggests optimism about Apple's future performance, particularly due to the growth of its services business. The inclusion of the stock symbol ($AAPL) and the link to the source of the information further supports the idea that the sentiment is positive, as it is providing a bullish outlook on the stock.\"]\n", "doc: {'id': 'fiqasa943', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $KIOR My god. Market getting crushed today. Gotta hold if anything g should recover some tomorrow I imagine.\\nAnswer:', 'answer': 'negative', 'text': '$KIOR My god. Market getting crushed today. Gotta hold if anything g should recover some tomorrow I imagine.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Negative. The text mentions that the market is \"getting crushed\" and the user is advised to hold onto their investment, suggesting a pessimistic outlook on the current market conditions. The mention of a potential recovery tomorrow implies that the user expects the situation to remain unfavorable for the time being.']\n", "doc: {'id': 'fiqasa1066', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: FBR Capital reiterated \"Outperform\" rating on $BRCM with a price target of $45.00 on Friday.\\nAnswer:', 'answer': 'positive', 'text': 'FBR Capital reiterated \"Outperform\" rating on $BRCM with a price target of $45.00 on Friday.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions that FBR Capital has reiterated an \"Outperform\" rating on a company, $BRCM, and has set a price target of $45.00. An \"Outperform\" rating typically indicates that the analyst expects the stock to perform better than the market average, suggesting a positive outlook on the company\\'s future performance. The mention of a price target also implies that the analyst believes the stock is undervalued and has potential for growth, further supporting a positive sentiment.']\n", "doc: {'id': 'fiqasa1038', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $YANG Double bottom 5.2\\nAnswer:', 'answer': 'positive', 'text': '$YANG Double bottom 5.2', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided, \"$YANG Double bottom 5.2,\" is a technical analysis term used in trading and investing. It refers to a chart pattern where a stock\\'s price forms a \"double bottom\" on its price chart, with the second bottom occurring at a slightly higher price point than the first. This pattern is often seen as a bullish signal, suggesting that the stock\\'s price may rise. However, the sentiment of the text itself is neutral because it does not express a positive or negative opinion about the stock or the market. It simply describes a technical observation or analysis. To determine a positive or negative sentiment, one']\n", "doc: {'id': 'fiqasa941', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: EasyJet Dismisses Lufthansa Low-Cost Plan in Contest for Germany\\nAnswer:', 'answer': 'negative', 'text': 'EasyJet Dismisses Lufthansa Low-Cost Plan in Contest for Germany', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"EasyJet Dismisses Lufthansa Low-Cost Plan in Contest for Germany\" can be considered neutral because it simply describes an event or action taken by two companies, EasyJet and Lufthansa, without expressing a positive or negative opinion about the event. The headline informs that EasyJet has dismissed Lufthansa\\'s low-cost plan in a contest for Germany, but it does not convey any emotional or evaluative stance towards the action. Therefore, the sentiment is neutral.']\n", "doc: {'id': 'fiqasa953', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $NQ got hit hard lower this AM --> looks like it has found support a 18.89 http://stks.co/s052z\\nAnswer:', 'answer': 'negative', 'text': '$NQ got hit hard lower this AM --> looks like it has found support a 18.89 http://stks.co/s052z', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [\" Neutral\\n\\nThe sentiment of the given financial post is neutral. The text mentions that the stock price of $NQ (presumably referring to a ticker symbol for a company) experienced a decline in the morning, but it also notes that the stock seems to have found support at a specific price point (18.89). This information is neutral in sentiment as it neither strongly indicates optimism nor pessimism about the stock's future performance. It simply provides an observation about the stock's current behavior in the market.\"]\n", "doc: {'id': 'fiqasa1128', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: RT @bman1 $LNG looks primed also $EGHT poised to run too...\\nAnswer:', 'answer': 'positive', 'text': 'RT @bman1 $LNG looks primed also $EGHT poised to run too...', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe given text is a retweet (indicated by \"RT\") with a user mentioning two stocks, $LNG and $EGHT, suggesting they might be good for investment or poised to increase in value. However, without any explicit positive or negative language (like \"good,\" \"bad,\" \"increase,\" \"decrease,\" etc.), the sentiment of the post cannot be definitively classified as positive or negative. Therefore, the sentiment is considered neutral. It simply shares information without expressing a positive or negative opinion about the stocks.']\n", "doc: {'id': 'fiqasa1053', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $CRM Sep 40 calls are +35% since entry #BANG http://stks.co/deDm\\nAnswer:', 'answer': 'positive', 'text': '$CRM Sep 40 calls are +35% since entry #BANG http://stks.co/deDm', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text indicates that the value of the $CRM Sep 40 calls has increased by 35% since the entry point, which is generally considered a favorable outcome in trading or investing. The hashtag #BANG might suggest excitement or enthusiasm about the performance, further reinforcing the positive sentiment. The link provided for more details also implies that there is additional information available for those interested in learning more about the positive development.']\n", "doc: {'id': 'fiqasa1146', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $FB popping up to HOD\\nAnswer:', 'answer': 'positive', 'text': '$FB popping up to HOD', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided, \"$FB popping up to HOD,\" refers to a financial action involving the stock or cryptocurrency of Facebook (denoted by $FB) increasing in value and someone moving to hold (HODL) it. The sentiment of this statement is neutral because it simply describes an event or action without expressing a positive or negative opinion about the event. It does not indicate whether the person feels good or bad about the stock\\'s performance. The term \"popping up\" could be interpreted as positive if it implies a significant increase in value, but since the context is not provided, the sentiment remains neutral.']\n", "doc: {'id': 'fiqasa1148', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: UPDATE 1-AstraZeneca buys ZS Pharma for $2.7 billion, pips Actelion\\nAnswer:', 'answer': 'positive', 'text': 'UPDATE 1-AstraZeneca buys ZS Pharma for $2.7 billion, pips Actelion', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"UPDATE 1-AstraZeneca buys ZS Pharma for $2.7 billion, pips Actelion\" can be considered neutral. This is because the headline simply states a fact or event without expressing a positive or negative opinion about it. It informs the reader that AstraZeneca has acquired ZS Pharma for a specific amount of money and that this acquisition has surpassed another company (Actelion) in terms of deal value. There is no inherent positive or negative sentiment attached to the transaction itself within the headline. To determine the sentiment, one would need to analyze the context,']\n", "doc: {'id': 'fiqasa1164', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Aviva shuts Friends Life head office in rapid integration move\\nAnswer:', 'answer': 'neutral', 'text': 'Aviva shuts Friends Life head office in rapid integration move', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nStep 1: Analyze the headline for any positive or negative words or phrases.\\n- \"Aviva\" is a company name, not a sentiment.\\n- \"shuts\" could be seen as negative, but it\\'s a neutral action in the context of a headline.\\n- \"Friends Life\" is another company name, not a sentiment.\\n- \"head office\" is a neutral term.\\n- \"rapid integration move\" could be seen as positive, as it suggests efficiency, or negative, as it might imply a hasty decision. However, without more context, it\\'s hard to determine the sentiment.\\n\\nStep 2:']\n", "doc: {'id': 'fiqasa1094', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Whitbread Profit Up As Sales Continue To Rise, Looking For New CEO\\nAnswer:', 'answer': 'positive', 'text': 'Whitbread Profit Up As Sales Continue To Rise, Looking For New CEO', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Analyze the headline for keywords that indicate sentiment.\\n- \"Profit Up\" suggests an increase in financial performance, which is positive.\\n- \"Sales Continue To Rise\" also indicates growth, which is positive.\\n- \"Looking For New CEO\" is neutral information, as it does not directly affect the sentiment of the headline.\\n\\nStep 2: Weigh the sentiment of the keywords.\\n- \"Profit Up\" and \"Sales Continue To Rise\" are both positive indicators.\\n- \"Looking For New CEO\" is neutral.\\n\\nStep 3: Determine the overall sentiment based on the keywords.\\n- Since the positive keywords outweigh']\n", "doc: {'id': 'fiqasa1155', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Germanwings disaster will not affect image of budget air travel - easyJet\\nAnswer:', 'answer': 'neutral', 'text': 'Germanwings disaster will not affect image of budget air travel - easyJet', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial headline is neutral. The headline discusses the impact of the Germanwings disaster on the image of budget air travel, specifically referencing easyJet. It does not express a positive or negative opinion about the event or its consequences. Instead, it presents a statement about how the disaster might not affect the image of budget air travel, which is a neutral observation rather than an endorsement or criticism. The headline is informative and does not lean towards a positive or negative sentiment.']\n", "doc: {'id': 'fiqasa1093', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: RT @ACInvestorBlog $AAPL still on track for $500\\nAnswer:', 'answer': 'positive', 'text': 'RT @ACInvestorBlog $AAPL still on track for $500', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions that Apple (AAPL) stock is \"on track for $500,\" which implies that the stock is expected to perform well and potentially increase in value. The use of the word \"still\" suggests that this expectation has been ongoing, further reinforcing a positive outlook. The mention of a specific target price ($500) also indicates a bullish sentiment, as it implies that the analyst or investor believes the stock has the potential to reach a high value. Therefore, the overall sentiment of the post is positive.']\n", "doc: {'id': 'fiqasa1087', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: UPDATE: EasyJet Passenger Numbers, Aer Lingus Traffic Up In February\\nAnswer:', 'answer': 'positive', 'text': 'UPDATE: EasyJet Passenger Numbers, Aer Lingus Traffic Up In February', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline provided, \"UPDATE: EasyJet Passenger Numbers, Aer Lingus Traffic Up In February,\" indicates a positive development in the context of airline passenger traffic. EasyJet and Aer Lingus, being airlines, typically experience an increase in passenger numbers as a positive outcome, suggesting higher demand, better performance, or successful strategies. However, the sentiment of the headline itself is neutral because it simply reports the fact without expressing a positive or negative emotion. It merely states that there has been an increase in passenger numbers and traffic, which is a positive event for the airlines, but the headline does not convey any emotional tone. Therefore, the']\n", "doc: {'id': 'fiqasa1086', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $FB Big Money Is Pouring Into Facebook From All Directions;http://stks.co/sOwG\\nAnswer:', 'answer': 'positive', 'text': '$FB Big Money Is Pouring Into Facebook From All Directions;http://stks.co/sOwG', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided is a financial post that seems to be sharing information about significant investments in Facebook ($FB) from various sources. The sentiment of the post is neutral because it does not express a positive or negative opinion about the investment or the company itself. It simply states a fact about the financial activity related to Facebook. To determine a positive or negative sentiment, one would need additional context or language that indicates approval or disapproval. In this case, the text is purely informational.']\n", "doc: {'id': 'fiqasa1015', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: AstraZeneca And Daiichi Sankyo To Jointly Commercialise MOVANTIK In The US\\nAnswer:', 'answer': 'positive', 'text': 'AstraZeneca And Daiichi Sankyo To Jointly Commercialise MOVANTIK In The US', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"AstraZeneca And Daiichi Sankyo To Jointly Commercialise MOVANTIK In The US\" is neutral. This headline simply states a business action taken by two companies, AstraZeneca and Daiichi Sankyo, to collaborate on the commercialization of a product, MOVANTIK, in the United States. There is no inherent positive or negative emotion or implication in the statement itself. It is a factual announcement of a business partnership and a commercial strategy, which does not carry a sentiment.']\n", "doc: {'id': 'fiqasa1017', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $ISRG Break out confirmed. Bought Leaps. Good trading!\\nAnswer:', 'answer': 'positive', 'text': '$ISRG Break out confirmed. Bought Leaps. Good trading!', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions a \"break out confirmed\" for the stock symbol $ISRG, which typically indicates that the stock has surpassed a significant resistance level, suggesting potential for further upward movement. The author then states that they have \"bought Leaps,\" which are options contracts, implying that they are optimistic about the stock\\'s future performance. The phrase \"Good trading!\" at the end further reinforces the positive sentiment, as it suggests satisfaction with the trading decision. Overall, the post conveys a positive outlook on the stock and the trading action taken by the author.']\n", "doc: {'id': 'fiqasa985', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: HSBC Says Unit to Book $585 Million Charge on Settlement\\nAnswer:', 'answer': 'negative', 'text': 'HSBC Says Unit to Book $585 Million Charge on Settlement', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"HSBC Says Unit to Book $585 Million Charge on Settlement\" is negative. This is because the headline indicates that HSBC\\'s unit is incurring a significant financial charge ($585 million) due to a settlement. This suggests that the company is facing financial penalties or costs, which are typically associated with negative financial outcomes. The mention of a \"charge\" implies that the company is taking a hit to its financial performance, which is generally viewed as a negative event in financial contexts.']\n", "doc: {'id': 'fiqasa1043', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: AstraZeneca weighing up Acerta bid to secure blood cancer drug\\nAnswer:', 'answer': 'positive', 'text': 'AstraZeneca weighing up Acerta bid to secure blood cancer drug', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"AstraZeneca weighing up Acerta bid to secure blood cancer drug\" is neutral. This headline simply states an action or event that is taking place without expressing a positive or negative opinion about it. It informs the reader that AstraZeneca is considering a bid for Acerta, which is a move related to securing a blood cancer drug, but does not convey any emotional tone or evaluation of the situation. Therefore, the sentiment is neutral.']\n", "doc: {'id': 'fiqasa1100', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Long Position on $IP,....Scaling UP http://stks.co/sIln\\nAnswer:', 'answer': 'positive', 'text': 'Long Position on $IP,....Scaling UP http://stks.co/sIln', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post provided is neutral. The text mentions holding a long position in a stock (IP) and scaling up, which could be interpreted as a positive action (since scaling up typically implies increasing the investment), but without any explicit positive or negative language, the sentiment remains neutral. The link provided for more information does not change the neutral nature of the text itself. Sentiment analysis often relies on the emotional tone of the language used, and in this case, the language is neutral.']\n", "doc: {'id': 'fiqasa1011', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $GOOGL Hit With Lawsuit from Russian Search Engine $YNDX http://stks.co/b1kD8\\nAnswer:', 'answer': 'negative', 'text': '$GOOGL Hit With Lawsuit from Russian Search Engine $YNDX http://stks.co/b1kD8', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe text provided is a brief statement about a legal action taken against Google ($GOOGL) by a Russian search engine, Yandex ($YNDX). It does not express any positive or negative sentiment about the financial situation, performance, or future prospects of the companies involved. Instead, it simply reports the event. Therefore, the sentiment of this financial post is considered neutral.']\n", "doc: {'id': 'fiqasa976', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Industry NewsMorrisons unveils which stores will close as 900 jobs face the axe\\nAnswer:', 'answer': 'negative', 'text': 'Industry NewsMorrisons unveils which stores will close as 900 jobs face the axe', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Industry NewsMorrisons unveils which stores will close as 900 jobs face the axe\" is Negative. This is because the headline indicates that Morrisons is closing stores and 900 jobs are at risk, which are typically associated with negative outcomes in the context of a company\\'s operations and workforce. The use of words like \"close\" and \"axe\" (which implies layoffs) suggests a negative impact on the affected employees and the communities they serve. Additionally, the mention of job losses and store closures generally indicates a downturn or restructuring within the company, which is not a']\n", "doc: {'id': 'fiqasa951', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco set to sell Kipa, Giraffe businesses - Sky News\\nAnswer:', 'answer': 'negative', 'text': 'Tesco set to sell Kipa, Giraffe businesses - Sky News', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nStep 1: Analyze the headline for any positive or negative words or phrases.\\nIn this headline, there are no words that explicitly convey a positive or negative sentiment. The headline mentions that Tesco is \"set to sell\" Kipa and Giraffe businesses, which is a neutral action.\\n\\nStep 2: Consider the context of the headline.\\nThe headline is about a business decision made by Tesco, which is a neutral event in the context of financial news. It does not indicate any positive outcomes or negative consequences for the company or its stakeholders.\\n\\nStep 3: Determine the sentiment based on the analysis.\\nSince there are']\n", "doc: {'id': 'fiqasa1112', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $AAPL bounce right now has no vol, more vol when it slid\\nAnswer:', 'answer': 'positive', 'text': '$AAPL bounce right now has no vol, more vol when it slid', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post provided is neutral. The text discusses the behavior of the stock price of Apple ($AAPL) during a bounce, noting that there is \"no vol\" (volatility) when it is going up and \"more vol\" when it is sliding. This statement does not express a positive or negative opinion about the stock\\'s performance; it simply describes the observed characteristics of the stock\\'s price movement. There is no indication of the author\\'s feelings or expectations regarding the stock, which is why the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1159', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Glencore sees Tripoli-based NOC as sole legal seller of Libyan oil\\nAnswer:', 'answer': 'neutral', 'text': 'Glencore sees Tripoli-based NOC as sole legal seller of Libyan oil', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe given financial headline, \"Glencore sees Tripoli-based NOC as sole legal seller of Libyan oil,\" does not inherently convey a positive or negative sentiment. It simply states a fact or an opinion about Glencore\\'s perspective on the Libyan oil market. The headline is informational, indicating a relationship or a policy that Glencore has regarding the sale of Libyan oil through the National Oil Corporation (NOC) based in Tripoli. There is no emotional language or context provided that would suggest a positive or negative evaluation of the situation. Therefore, the sentiment of the headline is considered neutral.']\n", "doc: {'id': 'fiqasa1002', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $SBUX heading for the 200DMA and certain doom if it can not hold there.\\nAnswer:', 'answer': 'negative', 'text': '$SBUX heading for the 200DMA and certain doom if it can not hold there.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text suggests that the stock of Starbucks (SBUX) is facing a critical point at its 200-day moving average (DMA), and if it fails to hold above this level, it implies a negative outcome or \"certain doom.\" This indicates a pessimistic view on the stock\\'s future performance.']\n", "doc: {'id': 'fiqasa1059', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: CompaniesDixons Carphone to close 134 UK stores as sales jump\\nAnswer:', 'answer': 'positive', 'text': 'CompaniesDixons Carphone to close 134 UK stores as sales jump', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Companies Dixons Carphone to close 134 UK stores as sales jump\" is negative. This is because the headline indicates that Dixons Carphone, a company, is closing a significant number of its UK stores, which is generally viewed as a negative development. The phrase \"as sales jump\" might seem contradictory and could be interpreted as a negative sentiment because it implies that despite the increase in sales, the company is still forced to close stores, possibly due to other underlying issues or strategic decisions. The overall tone suggests a downturn or restructuring within the company, which is typically associated with negative']\n", "doc: {'id': 'fiqasa938', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $BBRY Actually lost .03c per share if U incl VZ as no debt and 3.1 in Cash.\\nAnswer:', 'answer': 'negative', 'text': '$BBRY Actually lost .03c per share if U incl VZ as no debt and 3.1 in Cash.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text mentions that BlackBerry ($BBRY) \"Actually lost .03c per share,\" which indicates a financial loss. Additionally, the inclusion of Verizon (VZ) in the context of \"no debt and 3.1 in Cash\" suggests that BlackBerry is in a less favorable financial position compared to Verizon, further contributing to the negative sentiment. The overall tone of the post is critical of BlackBerry\\'s financial performance.']\n", "doc: {'id': 'fiqasa1078', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Johnson Matthey raises prospect of investor payout\\nAnswer:', 'answer': 'positive', 'text': 'Johnson Matthey raises prospect of investor payout', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Analyze the headline text\\nThe headline mentions \"Johnson Matthey,\" a company name, followed by \"raises prospect of investor payout.\" This phrase suggests that the company is considering or planning to distribute funds to its investors.\\n\\nStep 2: Determine the sentiment\\nThe phrase \"raises prospect\" implies that there is a possibility or an increase in the likelihood of an event happening, in this case, the payout to investors. This generally has a positive connotation, as it suggests that the company is in a financially stable position and is looking to reward its shareholders.\\n\\nStep 3: Justify the sentiment\\nSince']\n", "doc: {'id': 'fiqasa1041', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: LSE-Deutsche Boerse merger would signal end to exchange mega-deals\\nAnswer:', 'answer': 'positive', 'text': 'LSE-Deutsche Boerse merger would signal end to exchange mega-deals', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial headline is neutral. The headline discusses a potential merger between the London Stock Exchange (LSE) and Deutsche Boerse, which is a significant event in the financial industry. However, it does not express a positive or negative opinion about the merger itself. Instead, it provides information about what the merger might signify, specifically that it could mark the end of large-scale exchange mergers. Since the headline does not convey any emotional tone or bias towards the event, it is considered neutral.']\n", "doc: {'id': 'fiqasa1129', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Should You Buy Jumbo Yielders British American Tobacco plc, Centrica PLC & John Wood Group PLC?\\nAnswer:', 'answer': 'positive', 'text': 'Should You Buy Jumbo Yielders British American Tobacco plc, Centrica PLC & John Wood Group PLC?', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial headline is neutral. The headline is providing information about potential stock purchases, which is an objective statement rather than expressing a positive or negative opinion about the stocks themselves. It does not contain any language that would indicate a favorable or unfavorable view of the companies mentioned. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa975', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Shell share price: Standard Life announce position against BG acquisition\\nAnswer:', 'answer': 'negative', 'text': 'Shell share price: Standard Life announce position against BG acquisition', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"Shell share price: Standard Life announce position against BG acquisition\" is neutral. This is because the headline does not express a positive or negative emotion or opinion about the financial situation. It simply states an event (Standard Life announcing their position against the BG acquisition) related to Shell\\'s share price. There is no indication of the sentiment towards the event or its impact on the share price. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1122', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $CSX is up today to report. Wall Street is expecting EPS to be at $0.37, and revenues at $2,732B.\\nAnswer:', 'answer': 'positive', 'text': '$CSX is up today to report. Wall Street is expecting EPS to be at $0.37, and revenues at $2,732B.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe sentiment of the given financial post is neutral because it simply provides information about a company's stock performance and Wall Street's expectations for earnings per share (EPS) and revenues. There is no explicit positive or negative emotion or opinion expressed in the text. It is merely stating facts about the financial situation of the company, CSX, without any evaluative language that would indicate a positive or negative sentiment.\"]\n", "doc: {'id': 'fiqasa1158', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Why $TWTR is doomed in 1 chart $FB $GOOG https://t.co/MpyLiReQjh https://t.co/nlcZawDoHP\\nAnswer:', 'answer': 'neutral', 'text': 'Why $TWTR is doomed in 1 chart $FB $GOOG https://t.co/MpyLiReQjh https://t.co/nlcZawDoHP', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' The sentiment of the given financial post is Negative. The text suggests that Twitter ($TWTR) is destined for failure, as indicated by a chart, and compares it to Facebook ($FB) and Google ($GOOG), implying that Twitter is in a worse position than these companies. The use of the word \"doomed\" conveys a negative outlook on the future of Twitter\\'s performance in the market. The attached links further support the negative sentiment by likely providing more information or analysis that reinforces the argument against Twitter\\'s prospects.']\n", "doc: {'id': 'fiqasa1020', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: News FeedFTSE 100 movers: LSE surges as ICE says mulling offer; Ashtead and Barclays tank\\nAnswer:', 'answer': 'positive', 'text': 'News FeedFTSE 100 movers: LSE surges as ICE says mulling offer; Ashtead and Barclays tank', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline provided is about movements in the FTSE 100 index, specifically mentioning companies that are either surging or tanking. The sentiment of this headline is neutral because it simply reports the factual information about the stock market movements without expressing a positive or negative opinion about the events. The headline does not indicate any enthusiasm, disappointment, or any other emotional response to the news. It merely states that the London Stock Exchange (LSE) is surging due to a possible offer from ICE, while Ashtead and Barclays are experiencing declines. This type of reporting is typical in financial news, aiming to provide information without bias']\n", "doc: {'id': 'fiqasa972', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $QIHU totally missed this one, was about to jump in on that 60 break test but didn't, congrats shorts\\nAnswer:\", 'answer': 'negative', 'text': \"$QIHU totally missed this one, was about to jump in on that 60 break test but didn't, congrats shorts\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is negative. The text suggests that the person missed an opportunity to invest in a stock (QIHU) when it reached a certain price level (60 break test), and they are acknowledging the shorts (short sellers) for their successful prediction or action, implying a sense of regret or disappointment. The use of \"totally missed this one\" and \"didn\\'t\" highlights a negative outcome for the person making the post. The congratulatory tone towards the shorts further emphasizes the negative sentiment, as it implies that the shorts were successful in their prediction or action, which contrasts unfavorably with the']\n", "doc: {'id': 'fiqasa1060', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $brcm raises revenue forecast\\nAnswer:', 'answer': 'positive', 'text': '$brcm raises revenue forecast', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial post is positive because the company, BRCM (Broadcom), is raising its revenue forecast. This indicates that the company expects to generate more revenue than previously anticipated, which is generally a favorable sign for investors and the overall financial health of the company. The increase in the revenue forecast suggests that the company is performing better than expected or is optimistic about its future performance, leading to a positive sentiment.']\n", "doc: {'id': 'fiqasa1027', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Entertainment One dispels ITV takeover rumours\\nAnswer:', 'answer': 'positive', 'text': 'Entertainment One dispels ITV takeover rumours', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nStep 1: Analyze the headline for any positive or negative words or phrases.\\nIn this headline, there are no clear positive or negative words or phrases. The headline mentions \"dispels\" which could be seen as a neutral action, as it simply means to clear up or remove the rumors.\\n\\nStep 2: Look for any context that might indicate sentiment.\\nThe headline is about Entertainment One, a company, dispelling rumors about a potential takeover by ITV. This is a neutral event in the sense that it is a common occurrence in the business world when companies address rumors or speculation.\\n\\nStep 3: Determine the overall sentiment']\n", "doc: {'id': 'fiqasa1044', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: U.K. Stocks Resume Gains to Rally to Record; CRH, Tullow Climb\\nAnswer:', 'answer': 'positive', 'text': 'U.K. Stocks Resume Gains to Rally to Record; CRH, Tullow Climb', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Analyze the headline for keywords that indicate sentiment.\\n- \"Resume Gains\" suggests a continuation of a positive trend.\\n- \"Rally to Record\" indicates an upward movement to a new high, which is positive.\\n- \"CRH, Tullow Climb\" refers to specific stocks increasing in value, which is also positive.\\n\\nStep 2: Determine the overall sentiment based on the keywords.\\n- The keywords in the headline are all positive, indicating an overall positive sentiment.\\n\\nStep 3: Confirm the sentiment.\\n- Since the headline contains positive keywords and no negative ones, the sentiment is positive.']\n", "doc: {'id': 'fiqasa1144', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: WPP wins race for 'programmatic buying' agency Essence Digital\\nAnswer:\", 'answer': 'positive', 'text': \"WPP wins race for 'programmatic buying' agency Essence Digital\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"WPP wins race for \\'programmatic buying\\' agency Essence Digital\" is neutral. This is because the headline simply states a fact or event without expressing a positive or negative opinion about it. It informs the reader that WPP has acquired Essence Digital in the context of programmatic buying, but does not convey any emotional tone or evaluation of the event. Therefore, it falls under the category of neutral sentiment.']\n", "doc: {'id': 'fiqasa1137', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: News FeedSchroders books solid earnings growth, several board changes\\nAnswer:', 'answer': 'positive', 'text': 'News FeedSchroders books solid earnings growth, several board changes', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Identify the key phrases in the headline.\\n- \"Schroders books solid earnings growth\"\\n- \"several board changes\"\\n\\nStep 2: Analyze the sentiment of each key phrase.\\n- \"Schroders books solid earnings growth\" suggests that the company has experienced a positive financial outcome, which is generally considered a positive sentiment.\\n- \"several board changes\" is neutral in sentiment as it simply indicates a change in the company\\'s leadership structure without providing any information about the impact of these changes.\\n\\nStep 3: Combine the sentiments of the key phrases.\\nSince the headline contains a positive sentiment (\"solid']\n", "doc: {'id': 'fiqasa1168', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $BABA may take a few days wks months watch what happened to $FB $TWTR after they IPO. mrkt needs to washout. to hunt well need 2 wait stalk.\\nAnswer:', 'answer': 'neutral', 'text': '$BABA may take a few days wks months watch what happened to $FB $TWTR after they IPO. mrkt needs to washout. to hunt well need 2 wait stalk.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe text provided is discussing the potential performance of a company\\'s stock, specifically $BABA, and referencing the experiences of other companies like $FB and $TWTR after their initial public offerings (IPOs). The sentiment expressed is not clearly positive or negative but rather neutral, as it is providing information and suggesting caution, without expressing a strong positive or negative opinion about the stock. The mention of the market needing to \"wash out\" and the advice to \"wait and stalk\" indicates a wait-and-see approach, which is neutral in sentiment.']\n", "doc: {'id': 'fiqasa970', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Saudi Aramco, Shell plan to break up Motiva, divide up assets\\nAnswer:', 'answer': 'negative', 'text': 'Saudi Aramco, Shell plan to break up Motiva, divide up assets', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"Saudi Aramco, Shell plan to break up Motiva, divide up assets\" is neutral. This is because the headline simply states a fact or an event without expressing a positive or negative opinion about it. It informs the reader about a business decision made by two companies, Saudi Aramco and Shell, regarding the division of assets from Motiva, without conveying any emotional or evaluative stance. Therefore, it falls under the category of neutral sentiment.']\n", "doc: {'id': 'fiqasa1069', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: 09:01 AM $AKS DJ AK Steel Revenue Rises 36% on Auto Sector Demand, Acquisition\\nAnswer:', 'answer': 'positive', 'text': '09:01 AM $AKS DJ AK Steel Revenue Rises 36% on Auto Sector Demand, Acquisition', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe text provided is a brief statement about a financial development, specifically regarding the revenue growth of AK Steel. The sentiment of the text is neutral because it simply reports the information without expressing a positive or negative opinion about the event. The text mentions that AK Steel's revenue has risen by 36% due to increased demand in the auto sector and an acquisition, which could be seen as positive news for the company's financial health. However, since the text does not include any emotional language or a clear positive or negative evaluation, the sentiment is considered neutral.\"]\n", "doc: {'id': 'fiqasa1172', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Sainsbury CFO Rogers to Replace Home Retail CEO Walden\\nAnswer:', 'answer': 'neutral', 'text': 'Sainsbury CFO Rogers to Replace Home Retail CEO Walden', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe given financial headline, \"Sainsbury CFO Rogers to Replace Home Retail CEO Walden,\" does not inherently convey a positive or negative sentiment. It simply states a fact about a change in leadership within the retail sector, specifically involving Sainsbury and Home Retail. There is no indication of the outcome or impact of this change, which is why the sentiment is considered neutral. To determine a positive or negative sentiment, one would need additional context or information about how the change is expected to affect the companies involved or the market in general.']\n", "doc: {'id': 'fiqasa1037', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: #Tesla Model S deliveries are up 35% in Germany - record deliveries in March [Chart] https://t.co/yCnClcBImV $TSLA\\nAnswer:', 'answer': 'positive', 'text': '#Tesla Model S deliveries are up 35% in Germany - record deliveries in March [Chart] https://t.co/yCnClcBImV $TSLA', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post is neutral because it simply states a fact about the increase in Tesla Model S deliveries in Germany and mentions a record for March without expressing a positive or negative opinion about the event. The inclusion of a hashtag and a stock ticker symbol does not change the neutral nature of the statement, as these are common elements in financial discussions and do not inherently convey sentiment. The post does not express enthusiasm, disappointment, or any other emotional response to the information provided.']\n", "doc: {'id': 'fiqasa986', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: US dollar wipes out sales gains for SABMiller\\nAnswer:', 'answer': 'negative', 'text': 'US dollar wipes out sales gains for SABMiller', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"US dollar wipes out sales gains for SABMiller\" is negative. This is because the headline suggests that the performance of SABMiller, a multinational brewing company, has been negatively impacted by the strengthening of the US dollar. The phrase \"wipes out sales gains\" indicates that any positive sales growth that SABMiller might have experienced has been negated or significantly reduced due to the exchange rate fluctuations. This implies a decrease in profitability or financial performance, which is a negative indicator for investors and stakeholders. Therefore, the sentiment associated with this headline is negative.']\n", "doc: {'id': 'fiqasa1107', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Went long on this $COG, will see 70's again me thinks\\nAnswer:\", 'answer': 'positive', 'text': \"Went long on this $COG, will see 70's again me thinks\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' The sentiment of the given financial post is Positive. The user mentions going \"long\" on the stock $COG, which typically means they expect the stock to increase in value, and they express confidence in the stock reaching 70\\'s, indicating a bullish outlook.']\n", "doc: {'id': 'fiqasa1143', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $GOOG Testing the 200 day after some consolidation http://stks.co/h0cPJ\\nAnswer:', 'answer': 'positive', 'text': '$GOOG Testing the 200 day after some consolidation http://stks.co/h0cPJ', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe given financial post is discussing the stock price of Google ($GOOG) and its movement towards the 200-day moving average after a period of consolidation. The post does not express any positive or negative sentiment about the stock or the company. It simply provides information about the stock's technical analysis, which is neutral in nature. Therefore, the sentiment of the post is considered neutral.\"]\n", "doc: {'id': 'fiqasa1014', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Relief for Lewis as Tesco sees sales grow for first time in a year\\nAnswer:', 'answer': 'positive', 'text': 'Relief for Lewis as Tesco sees sales grow for first time in a year', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Identify the key elements in the headline.\\n- \"Relief for Lewis\"\\n- \"Tesco sees sales grow\"\\n- \"for first time in a year\"\\n\\nStep 2: Analyze the sentiment of each key element.\\n- \"Relief for Lewis\" suggests a positive outcome for someone named Lewis, which is positive.\\n- \"Tesco sees sales grow\" indicates that the company, Tesco, is experiencing an increase in sales, which is positive.\\n- \"for first time in a year\" implies that this growth is significant because it has not happened in the past year, which adds to the positive']\n", "doc: {'id': 'fiqasa1108', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Britain's FTSE gets lift from Prudential results\\nAnswer:\", 'answer': 'positive', 'text': \"Britain's FTSE gets lift from Prudential results\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Identify the key elements in the headline.\\n- \"Britain\\'s FTSE\" refers to the UK\\'s stock market index.\\n- \"gets lift\" suggests an increase or improvement.\\n- \"from Prudential results\" indicates that the improvement is due to the performance of Prudential, a financial services company.\\n\\nStep 2: Analyze the sentiment of each key element.\\n- \"gets lift\" has a positive connotation, as it implies an upward movement or improvement.\\n- \"from Prudential results\" is neutral, as it simply states the cause of the lift.\\n\\nStep 3: Combine the']\n", "doc: {'id': 'fiqasa1136', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $PCLN runs into the 50sma on the acquisition news\\nAnswer:', 'answer': 'positive', 'text': '$PCLN runs into the 50sma on the acquisition news', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe sentiment of the given financial post is neutral. The text mentions that PCLN (a company ticker symbol) is moving towards the 50-day moving average (50sma) following acquisition news. This statement does not inherently express a positive or negative sentiment about the stock's performance or the acquisition itself. It simply describes a technical observation in the stock's price movement in response to the news. Without additional context or emotional language, it is considered neutral.\"]\n", "doc: {'id': 'fiqasa1068', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Baird likes $TSLA - upgrades to outperform, lifts price target to $300. Research firm also sees no capital raise necessary in next few qtrs\\nAnswer:', 'answer': 'positive', 'text': 'Baird likes $TSLA - upgrades to outperform, lifts price target to $300. Research firm also sees no capital raise necessary in next few qtrs', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial post is positive because it mentions that Baird, a research firm, has upgraded its outlook on Tesla (TSLA) to \"outperform\" and increased its price target to $300. Additionally, the firm suggests that Tesla does not need to conduct a capital raise in the next few quarters, which implies that the company is expected to perform well financially without needing to seek external funding. These factors indicate a favorable view of Tesla\\'s future prospects, hence the positive sentiment.']\n", "doc: {'id': 'fiqasa1102', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: 4 beaten-down Internet companies that may be ripe for a #takeover target: #Twitter $TWTR - #LinkedIn $LNKD - #Yahoo! $YHOO - #Groupon $GRPN\\nAnswer:', 'answer': 'positive', 'text': '4 beaten-down Internet companies that may be ripe for a #takeover target: #Twitter $TWTR - #LinkedIn $LNKD - #Yahoo! $YHOO - #Groupon $GRPN', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post is neutral because it simply lists four Internet companies that might be potential takeover targets without expressing a positive or negative opinion about the situation. The post does not provide any evaluative language that would indicate approval (positive sentiment) or disapproval (negative sentiment). It merely presents information about the companies in question.']\n", "doc: {'id': 'fiqasa1071', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $TRX http://stks.co/1KkK Long setup. MACD cross.\\nAnswer:', 'answer': 'positive', 'text': '$TRX http://stks.co/1KkK Long setup. MACD cross.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe sentiment of the given financial post is neutral because it simply provides information about a potential long setup in the TRX stock, mentioning a technical indicator (MACD cross). There is no explicit positive or negative emotion or opinion expressed about the stock or investment. The post is likely intended to share trading insights or analysis rather than to express a sentiment about the overall market or the stock's performance.\"]\n", "doc: {'id': 'fiqasa957', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Here come the shorts marchin' in. $GMCR. Lovin' it!\\nAnswer:\", 'answer': 'negative', 'text': \"Here come the shorts marchin' in. $GMCR. Lovin' it!\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Positive. The text suggests that the person is enjoying the situation where short sellers are entering the market for GMCR (presumably a stock ticker, possibly referring to Green Mountain Coffee Roasters). The use of the phrase \"Lovin\\' it!\" indicates a positive sentiment, as the person seems to be pleased or excited about the situation.']\n", "doc: {'id': 'fiqasa1113', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: ouch looks like $tsla shorts getting skinned again\\nAnswer:', 'answer': 'positive', 'text': 'ouch looks like $tsla shorts getting skinned again', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is negative. The phrase \"ouch looks like\" suggests a reaction to a situation that is not favorable. The mention of \"$tsla shorts\" refers to individuals or entities who have taken a short position on Tesla stock, expecting the stock price to decline. The term \"getting skinned\" is a colloquial expression that implies these shorts are losing money, as the stock price is increasing instead of decreasing. Overall, the post conveys a negative sentiment regarding the performance of Tesla\\'s stock and the financial outcome for those who have taken a short position.']\n", "doc: {'id': 'fiqasa1149', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Interest Heats Up for @Yahoo $YHOO - The Wall Street Journal https://t.co/j5jVjI9bia\\nAnswer:', 'answer': 'positive', 'text': 'Interest Heats Up for @Yahoo $YHOO - The Wall Street Journal https://t.co/j5jVjI9bia', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe given text is a tweet that shares a news headline from The Wall Street Journal about interest increasing for Yahoo ($YHOO). The sentiment of the text itself is neutral because it does not express a positive or negative opinion about the news. It simply relays the information that interest in Yahoo is heating up. The sentiment would be considered positive if the text expressed excitement or approval about the interest in Yahoo, and negative if it conveyed concern or disapproval. Since the text does not convey any of these emotions, the sentiment is neutral.']\n", "doc: {'id': 'fiqasa1115', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $PCLN Trying to break daily trend line! Big move could happen https://t.co/gY0aDb2jsQ https://t.co/KPBBCgQ2xy\\nAnswer:', 'answer': 'positive', 'text': '$PCLN Trying to break daily trend line! Big move could happen https://t.co/gY0aDb2jsQ https://t.co/KPBBCgQ2xy', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe text provided is about a financial subject, specifically discussing a company named PCLN (which stands for Booking Holdings, the parent company of Booking.com, Priceline, and Kayak). The user is mentioning an attempt to break a daily trend line, which could indicate a potential significant change in the stock's price movement. However, the sentiment of the post is neutral because it does not express a positive or negative emotion about the situation. It simply describes an action or observation without any clear positive or negative evaluation. The text includes links to images or data, which are not included in the text itself, but the context suggests\"]\n", "doc: {'id': 'fiqasa1105', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $PKT Momentum building for breakout trigger ! Long setup http://stks.co/eXVU\\nAnswer:', 'answer': 'positive', 'text': '$PKT Momentum building for breakout trigger ! Long setup http://stks.co/eXVU', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe text provided is discussing a potential financial opportunity related to a stock, $PKT, suggesting that there is momentum building which could lead to a breakout. However, the sentiment is neutral because it does not express a positive or negative emotion about the stock or the situation. It simply provides information and a recommendation for a long setup, which is an action one might take in anticipation of the stock's potential upward movement. Without additional context or emotional language, the sentiment cannot be definitively classified as positive or negative.\"]\n", "doc: {'id': 'fiqasa1001', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Berkshire discloses unit's ties to Iran, opens probe\\nAnswer:\", 'answer': 'negative', 'text': \"Berkshire discloses unit's ties to Iran, opens probe\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe headline provided, \"Berkshire discloses unit\\'s ties to Iran, opens probe,\" does not inherently convey a positive or negative sentiment. It simply states an action taken by Berkshire, a well-known investment company, which involves disclosing connections to Iran and initiating an investigation. The sentiment is neutral because it does not express approval, disapproval, or any emotional response. It merely reports a factual event. The sentiment could be perceived as negative by some readers due to the potential implications of doing business with Iran, which might be subject to international sanctions, or it could be seen as neutral or even positive by others who view transparency and']\n", "doc: {'id': 'fiqasa1003', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: FDA panel backs safety updates for AstraZeneca, Takeda drugs\\nAnswer:', 'answer': 'negative', 'text': 'FDA panel backs safety updates for AstraZeneca, Takeda drugs', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"FDA panel backs safety updates for AstraZeneca, Takeda drugs\" is neutral. This headline indicates that the Food and Drug Administration (FDA) panel has supported the implementation of safety updates for certain drugs produced by AstraZeneca and Takeda. The statement itself does not express a positive or negative opinion about the situation; it simply reports an action taken by the FDA. Therefore, the sentiment is neutral, as it neither indicates approval nor disapproval but rather a neutral fact or event.']\n", "doc: {'id': 'fiqasa1064', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Irish Said Chasing Standard Chartered, RBS as Brexit Vote Nears\\nAnswer:', 'answer': 'positive', 'text': 'Irish Said Chasing Standard Chartered, RBS as Brexit Vote Nears', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline provided does not inherently convey a positive or negative sentiment. It simply states an action or event (Irish banks chasing other banks) in the context of a significant external factor (Brexit vote nearing). Without additional information or context about the implications of this action, it is considered neutral. The sentiment would depend on the potential outcomes or effects of the Irish banks chasing Standard Chartered and RBS, which are not specified in the headline. Therefore, the headline is neutral until more information is provided about the potential benefits or drawbacks of this action.']\n", "doc: {'id': 'fiqasa1171', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: AB InBev to sell more SAB assets as seeks EU deal approval\\nAnswer:', 'answer': 'neutral', 'text': 'AB InBev to sell more SAB assets as seeks EU deal approval', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nStep 1: Analyze the headline for any positive or negative words or phrases.\\nIn this headline, there are no clear positive or negative words or phrases. The headline mentions \"AB InBev,\" \"sell,\" \"more SAB assets,\" and \"seeks EU deal approval,\" which are neutral in sentiment.\\n\\nStep 2: Consider the overall tone of the headline.\\nThe tone of the headline is informative and straightforward, without any strong positive or negative emotions.\\n\\nStep 3: Determine the sentiment based on the analysis.\\nSince there are no positive or negative words or phrases, and the tone is neutral, the sentiment of']\n", "doc: {'id': 'fiqasa984', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: UPDATE 1-Nomura, RBS must pay $806 mln in mortgage bond case-US judge\\nAnswer:', 'answer': 'negative', 'text': 'UPDATE 1-Nomura, RBS must pay $806 mln in mortgage bond case-US judge', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"UPDATE 1-Nomura, RBS must pay $806 mln in mortgage bond case-US judge\" is negative. This is because the headline indicates that Nomura and RBS (two financial institutions) have been ordered by a US judge to pay a significant amount ($806 million) in relation to a mortgage bond case. This suggests that the institutions have faced legal consequences and incurred financial penalties, which are typically associated with negative outcomes in the financial sector. The use of the word \"must\" also implies a sense of obligation and compulsion, further contributing to the negative']\n", "doc: {'id': 'fiqasa989', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: @gakrum nice chart shows distinctive down channel not a dip.. where do you see the bottom? $SPY ..$150? ..$130?\\nAnswer:', 'answer': 'negative', 'text': '@gakrum nice chart shows distinctive down channel not a dip.. where do you see the bottom? $SPY ..$150? ..$130?', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text is discussing a chart that indicates a downward trend, but it does not express a positive or negative opinion about the market or the stock price. The user is simply asking for an opinion on where the bottom might be, which is a neutral inquiry rather than a statement expressing a positive or negative sentiment.']\n", "doc: {'id': 'fiqasa1057', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $CNP Sell Short Position on CNP,...Closed for Profit $ 59,367.00 (7.75%) http://stks.co/ghjc\\nAnswer:', 'answer': 'positive', 'text': '$CNP Sell Short Position on CNP,...Closed for Profit $ 59,367.00 (7.75%) http://stks.co/ghjc', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' The sentiment of the given financial post is Positive. The post indicates that a short position was sold in the stock CNP, and it was closed for a profit of $59,367.00, which is a gain of 7.75%. The use of the term \"profit\" and the positive percentage increase suggest that the action taken resulted in a successful and beneficial outcome, hence the positive sentiment.']\n", "doc: {'id': 'fiqasa1140', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $TZOO a close above 28.64 and we are ready to rock and roll\\nAnswer:', 'answer': 'positive', 'text': '$TZOO a close above 28.64 and we are ready to rock and roll', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe given financial post is discussing a technical analysis scenario for the stock $TZOO. It suggests that if the stock price closes above a specific level (28.64), then there might be a positive outlook or potential for growth. However, the sentiment of the post itself is neutral because it does not express a positive or negative emotion about the stock\\'s performance. It merely provides an observation or a condition under which a certain action (in this case, \"rock and roll\") might occur. The sentiment is neutral because it does not lean towards optimism or pessimism about the stock\\'s future value.']\n", "doc: {'id': 'fiqasa1070', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: NYSE owner ICE considers offer for LSE\\nAnswer:', 'answer': 'positive', 'text': 'NYSE owner ICE considers offer for LSE', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"NYSE owner ICE considers offer for LSE\" is neutral. This is because the headline simply states a fact or an action taken by a company (ICE) without expressing a positive or negative opinion about the action. It does not indicate any favorable or unfavorable outcomes, emotions, or evaluations related to the event. Therefore, it falls under the category of neutral sentiment.']\n", "doc: {'id': 'fiqasa1103', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: ConAgra Names Former Hillshire Farms CEO Connolly to Top Post\\nAnswer:', 'answer': 'positive', 'text': 'ConAgra Names Former Hillshire Farms CEO Connolly to Top Post', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe given financial headline, \"ConAgra Names Former Hillshire Farms CEO Connolly to Top Post,\" does not inherently convey a positive or negative sentiment. It simply states a factual event: that ConAgra has appointed a new CEO from a previous company. Without additional context or information about the implications of this change, the sentiment of the headline is considered neutral. It does not express approval, disapproval, or any emotional tone beyond the straightforward announcement of a corporate decision.']\n", "doc: {'id': 'fiqasa1062', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $pcln back over \"up\" trendline from 10/4\\nAnswer:', 'answer': 'positive', 'text': '$pcln back over \"up\" trendline from 10/4', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided is discussing a financial chart or graph, specifically mentioning that the stock or asset represented by \"$pcln\" has moved back over a \"up\" trendline from a date in October. This statement is neutral in sentiment because it simply describes a change in the trend of a financial asset without expressing any positive or negative feelings about the change. It merely indicates a technical observation or event in the market. Without additional context or emotional language, it\\'s difficult to infer a positive or negative sentiment. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa971', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Tesla: Voluntary recall of 2,700 Model X vehicles, due to back seat issue. $TSLA https://t.co/NPAkc3U6GS\\nAnswer:', 'answer': 'negative', 'text': 'Tesla: Voluntary recall of 2,700 Model X vehicles, due to back seat issue. $TSLA https://t.co/NPAkc3U6GS', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [\" Neutral\\n\\nThe sentiment of the financial post is neutral because it simply reports a fact about a company's action (voluntary recall) without expressing a positive or negative opinion about the action or the company. The text mentions a recall, which could potentially be seen as negative for the company, but it also provides context (due to a back seat issue) and includes a stock ticker symbol, suggesting a focus on factual information rather than an emotional response. There is no clear positive or negative sentiment expressed in the text.\"]\n", "doc: {'id': 'fiqasa1139', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $FREE Ha Heeeeeere comes the pump! So glad I picked up 9K end of day! Get ready for the bull ride!\\nAnswer:', 'answer': 'positive', 'text': '$FREE Ha Heeeeeere comes the pump! So glad I picked up 9K end of day! Get ready for the bull ride!', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' The sentiment of the given financial post is Positive. The text includes phrases like \"Ha Heeeeeere comes the pump!\" and \"So glad I picked up 9K end of day!\" which indicate excitement and satisfaction, suggesting a positive outlook on the financial situation being discussed. Additionally, the mention of a \"bull ride\" typically refers to a period of market growth, further supporting the positive sentiment.']\n", "doc: {'id': 'fiqasa1162', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $GILD Sandbagged the guidance so the can use that last 3 billion up. CC was cautiously optimistic, wait til Next ER for confirmation\\nAnswer:', 'answer': 'neutral', 'text': '$GILD Sandbagged the guidance so the can use that last 3 billion up. CC was cautiously optimistic, wait til Next ER for confirmation', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text discusses a strategy related to the company\\'s guidance and financial actions, but it does not express a clear positive or negative emotion. The mention of \"sandbagging\" the guidance suggests a strategic move, which could be seen as neutral in terms of sentiment. The phrase \"cautiously optimistic\" indicates a slightly positive outlook, but the overall tone is not strongly positive or negative. The statement \"wait til Next ER for confirmation\" implies a need for further evidence or confirmation, which is neutral in sentiment. Therefore, the sentiment of the post is best described as neutral.']\n", "doc: {'id': 'fiqasa1033', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $ASTX Daily technical indicators are bullish. Breakout watch over 4.58 http://stks.co/eOvw\\nAnswer:', 'answer': 'positive', 'text': '$ASTX Daily technical indicators are bullish. Breakout watch over 4.58 http://stks.co/eOvw', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided is discussing the technical indicators of a stock, $ASTX, and noting a potential breakout over a specific price point. It does not express a positive or negative sentiment about the stock or its performance. Instead, it is providing an observation or analysis that could be used to make a decision about the stock, which is neutral in nature. The mention of \"bullish\" indicates a positive technical outlook, but the overall tone of the statement is informational rather than evaluative. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1134', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $ocn has the stuff. Will be looking to add shares if we get a new high breakout.\\nAnswer:', 'answer': 'positive', 'text': '$ocn has the stuff. Will be looking to add shares if we get a new high breakout.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe sentiment of the given financial post is neutral. The text discusses an expectation or plan regarding the stock of a company (presumably $ocn) but does not express a positive or negative opinion about the stock's performance or the company itself. The user is simply stating their intention to potentially increase their holdings if the stock reaches a new high, which is a neutral statement about the stock's potential future movement. There is no clear positive or negative emotion or evaluation attached to the stock or the situation described.\"]\n", "doc: {'id': 'fiqasa1106', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $LUV Continues to consolidate above previous break out area...\\nAnswer:', 'answer': 'positive', 'text': '$LUV Continues to consolidate above previous break out area...', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided is discussing the stock or financial performance of a company represented by the ticker symbol $LUV. The statement \"Continues to consolidate above previous break out area\" suggests that the stock is stabilizing or徘徊 around a certain level, which is neither a strong indication of positive nor negative sentiment. It simply describes the current state of the stock\\'s price action without expressing optimism or pessimism about future performance. Therefore, the sentiment of this financial post is considered Neutral.']\n", "doc: {'id': 'fiqasa1120', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $SPPI..building RS. Sweet. I want this to break a new 52week. The earnings growth justifies way higher\\nAnswer:', 'answer': 'positive', 'text': '$SPPI..building RS. Sweet. I want this to break a new 52week. The earnings growth justifies way higher', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions that the stock is \"building RS\" (relative strength), which is generally a bullish indicator, and expresses a desire for the stock to break a new 52-week high. Additionally, the mention of \"earnings growth justifies way higher\" suggests that the author believes the stock is undervalued and has potential for further appreciation. These factors collectively indicate a positive sentiment towards the stock.']\n", "doc: {'id': 'fiqasa974', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: New Credit Suisse boss faces stiff challenge in Asia\\nAnswer:', 'answer': 'negative', 'text': 'New Credit Suisse boss faces stiff challenge in Asia', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe given financial headline, \"New Credit Suisse boss faces stiff challenge in Asia,\" does not inherently convey a positive or negative sentiment. It simply states a fact about the situation that the new boss of Credit Suisse is encountering difficulties in the Asian market. Without additional context or emotional language, it is considered neutral. The sentiment could be positive, negative, or neutral depending on the perspective or the broader context in which the statement is made. For instance, if the focus is on the resilience of the new boss, it could be seen as positive. If the emphasis is on the severity of the challenge, it might be perceived as']\n", "doc: {'id': 'fiqasa1118', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Pivotal Research upgrading $GOOGL to buy. https://t.co/LSahepdqhD #stocktrading\\nAnswer:', 'answer': 'positive', 'text': 'Pivotal Research upgrading $GOOGL to buy. https://t.co/LSahepdqhD #stocktrading', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post is neutral because it simply states that Pivotal Research has upgraded the stock of Google (GOOGL) to a \"buy\" recommendation. It does not express a positive or negative opinion about the stock or the company. The post also includes a link to a related article, which suggests that the user is providing information rather than expressing an opinion. Therefore, the sentiment is neutral.']\n", "doc: {'id': 'fiqasa1039', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Berkshire applies to boost Wells Fargo stake above 10 percent\\nAnswer:', 'answer': 'positive', 'text': 'Berkshire applies to boost Wells Fargo stake above 10 percent', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline provided, \"Berkshire applies to boost Wells Fargo stake above 10 percent,\" does not inherently convey a positive or negative sentiment. It simply states an action taken by Berkshire, a well-known investment company, to increase its ownership in Wells Fargo, another financial institution, to more than 10 percent. The sentiment of the headline is neutral because it does not express any favorable or unfavorable opinions or emotions about the action itself. It merely reports a fact or event. Investors or readers might infer potential implications based on their own analysis or expectations, but the headline does not carry a sentiment of its own.']\n", "doc: {'id': 'fiqasa1065', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $LULU http://stks.co/o17i Bounced off support early in week - now indicators turning up (RSI, MACD, SMI) Worth a look\\nAnswer:', 'answer': 'positive', 'text': '$LULU http://stks.co/o17i Bounced off support early in week - now indicators turning up (RSI, MACD, SMI) Worth a look', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions that the stock ($LULU) \"bounced off support early in the week,\" which is typically a positive sign as it indicates the stock was able to recover from a downturn. Additionally, the post notes that \"indicators turning up\" (RSI, MACD, SMI) are worth considering, suggesting that the technical indicators are showing favorable trends that could be beneficial for potential investments. Therefore, the overall sentiment expressed in the post is positive, indicating that the author sees potential for the stock to perform well.']\n", "doc: {'id': 'fiqasa1072', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $RDC Rowan Expands Share Repurchase Program to $150 million\\nAnswer:', 'answer': 'positive', 'text': '$RDC Rowan Expands Share Repurchase Program to $150 million', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided is about a financial action taken by the company Rowan, specifically expanding its share repurchase program to $150 million. This action could potentially be seen as positive for investors as it indicates the company has confidence in its future performance and is willing to buy back its own shares, which might increase the value of the remaining shares. However, the text does not carry any explicit positive or negative sentiment; it simply states a fact. Therefore, the sentiment of the text is neutral.']\n", "doc: {'id': 'fiqasa1076', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Sophos aims to raise $100m in London IPO\\nAnswer:', 'answer': 'positive', 'text': 'Sophos aims to raise $100m in London IPO', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"Sophos aims to raise $100m in London IPO\" is neutral. This is because the headline simply states an action or event (Sophos aiming to raise $100m through an IPO) without expressing a positive or negative opinion about the event. It does not convey any emotional or evaluative judgment about the situation. Therefore, it falls under the category of neutral sentiment.']\n", "doc: {'id': 'fiqasa992', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $SLV POS, been saying it for 2 years. Going lower. Forget about it or go short.\\nAnswer:', 'answer': 'negative', 'text': '$SLV POS, been saying it for 2 years. Going lower. Forget about it or go short.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Negative. The text suggests that the price of $SLV (Silver) is expected to go lower, and it advises to either forget about it or go short, which implies a bearish outlook on the investment. The use of phrases like \"going lower\" and \"Forget about it or go short\" indicates a negative sentiment towards the investment opportunity.']\n", "doc: {'id': 'fiqasa954', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: #Tesla: Model X Recall Adds To Reliability Issues $TSLA https://t.co/jVXQ4DoXnP\\nAnswer:', 'answer': 'negative', 'text': '#Tesla: Model X Recall Adds To Reliability Issues $TSLA https://t.co/jVXQ4DoXnP', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial post is negative. The mention of a \"Model X Recall\" and \"Reliability Issues\" associated with Tesla (denoted by the hashtag #Tesla and the stock ticker $TSLA) indicates that there are problems or concerns with the company\\'s product, which is generally not a positive development. The use of the term \"recall\" suggests that there are safety or quality issues that require the company to address, which can negatively impact consumer trust and the company\\'s reputation. Additionally, the hashtag and stock ticker provide context that the post is related to financial information about Tesla, further emphasizing the negative sentiment by']\n", "doc: {'id': 'fiqasa1091', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: GSK joins China trade push as UK trumpets healthcare deals\\nAnswer:', 'answer': 'positive', 'text': 'GSK joins China trade push as UK trumpets healthcare deals', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline provided, \"GSK joins China trade push as UK trumpets healthcare deals,\" does not inherently convey a positive or negative sentiment. It simply states that GlaxoSmithKline (GSK), a pharmaceutical company, is participating in trade initiatives in China, and the United Kingdom is highlighting healthcare agreements. The tone is informative rather than evaluative, and there is no indication of the author\\'s opinion or the likely impact of these actions. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1040', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Current holdings via options - Long: $AAPL $V $GS $AET & Short: $VXX\\nAnswer:', 'answer': 'positive', 'text': 'Current holdings via options - Long: $AAPL $V $GS $AET & Short: $VXX', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post provided is neutral because it simply lists the current holdings of the user in terms of long and short positions in various stocks and an ETF. There is no explicit expression of positive or negative feelings or opinions about the stocks or the overall market situation. The text merely states the holdings, which can be analyzed for potential risk or strategy but does not convey a sentiment of optimism, pessimism, or indifference beyond the context of investment decisions.']\n", "doc: {'id': 'fiqasa1018', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Morning Agenda: Shire's Deal for NPS\\nAnswer:\", 'answer': 'positive', 'text': \"Morning Agenda: Shire's Deal for NPS\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline \"Morning Agenda: Shire\\'s Deal for NPS\" does not inherently convey a positive or negative sentiment. It simply states an event (Shire\\'s deal for NPS) and categorizes it under a morning agenda, which is a list of items to be addressed or discussed. Without additional context or information about the specifics of the deal or its implications, it is impossible to determine whether the sentiment is positive, negative, or neutral. Therefore, the sentiment of this headline is considered neutral.']\n", "doc: {'id': 'fiqasa1156', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco share price steady as analysts weigh in on results\\nAnswer:', 'answer': 'neutral', 'text': 'Tesco share price steady as analysts weigh in on results', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe headline \"Tesco share price steady as analysts weigh in on results\" indicates that the share price of Tesco has not changed significantly, and analysts are analyzing the company\\'s results. This statement does not inherently express a positive or negative sentiment about the company\\'s performance or the share price. It simply describes a neutral situation where analysts are evaluating the results, and the share price is not showing any significant movement. Therefore, the sentiment of this headline is considered neutral.']\n", "doc: {'id': 'fiqasa1145', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $KGC http://stks.co/3Qta Oversold, falling wedge and positive divergence place it on the launch pad; looking for a bounce.\\nAnswer:', 'answer': 'positive', 'text': '$KGC http://stks.co/3Qta Oversold, falling wedge and positive divergence place it on the launch pad; looking for a bounce.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' The sentiment of the given financial post is Positive. The text mentions that the stock is \"oversold,\" which can be seen as a positive sign as it might indicate a potential buying opportunity. Additionally, the reference to a \"falling wedge\" and \"positive divergence\" are technical analysis indicators that often suggest a reversal in the trend, which is typically viewed as a positive development for the stock. The post also anticipates a \"bounce,\" which implies an expectation of an upward movement in the stock price. Therefore, the overall sentiment expressed in the post is positive.']\n", "doc: {'id': 'fiqasa952', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Multi Top on $MCD chart finally leads to a fall in price. Stability is questioned in the stock but coming weeks will tell.\\nAnswer:', 'answer': 'negative', 'text': 'Multi Top on $MCD chart finally leads to a fall in price. Stability is questioned in the stock but coming weeks will tell.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Negative. The mention of a \"fall in price\" and \"stability being questioned\" suggests that the post is expressing concerns or a downturn in the stock\\'s performance, which is typically associated with a negative sentiment. The phrase \"coming weeks will tell\" implies that the situation might not improve, adding to the negative tone.']\n", "doc: {'id': 'fiqasa1021', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Activision Blizzard Media Networks Announces Record #Esports Viewership https://t.co/729BiqLbtK $ATVI partnered with $HDSI for 9 #tournament\\nAnswer:', 'answer': 'positive', 'text': 'Activision Blizzard Media Networks Announces Record #Esports Viewership https://t.co/729BiqLbtK $ATVI partnered with $HDSI for 9 #tournament', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The post is announcing a record number of esports viewership for Activision Blizzard Media Networks, which could be seen as positive news for the company. However, the post does not express any positive or negative emotions about the event. It simply states the fact and provides a link for more information. Therefore, the sentiment is neutral. The mention of partnerships with companies like $ATVI (Activision Blizzard) and $HDSI (Huya) does not inherently convey a positive or negative sentiment; it is simply providing context and details about the event.']\n", "doc: {'id': 'fiqasa1141', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $amzn 4 period RSI is down at 20, just read Connors book on trading strategies\\nAnswer:', 'answer': 'positive', 'text': '$amzn 4 period RSI is down at 20, just read Connors book on trading strategies', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe text provided is discussing a financial topic, specifically the Relative Strength Index (RSI) of Amazon ($AMZN) which is at a low level of 20. This could potentially indicate a buying opportunity for some investors, as a low RSI often suggests that a stock is oversold. However, the text does not express any positive or negative sentiment about the stock or the investment opportunity. Instead, it mentions reading a book on trading strategies, which is neutral information. Therefore, the sentiment of the text is considered neutral. It neither expresses enthusiasm nor concern about the stock's performance or the potential for investment. The focus\"]\n", "doc: {'id': 'fiqasa1080', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $FTI Breakout today after reporting earnings last night\\nAnswer:', 'answer': 'positive', 'text': '$FTI Breakout today after reporting earnings last night', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The mention of a \"breakout\" typically indicates that the stock price has significantly increased, suggesting a positive movement in the stock\\'s value. Additionally, the reference to the company reporting earnings \"last night\" implies that the positive sentiment is based on the company\\'s financial performance, which is generally viewed as a positive event in the stock market. Therefore, the overall sentiment of the post is positive.']\n", "doc: {'id': 'fiqasa1007', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Doubts grow over GlaxoSmithKline's $6 bln capital return plan\\nAnswer:\", 'answer': 'negative', 'text': \"Doubts grow over GlaxoSmithKline's $6 bln capital return plan\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Doubts grow over GlaxoSmithKline\\'s $6 bln capital return plan\" is negative. The headline suggests that there is uncertainty or skepticism surrounding a significant financial decision made by the company, GlaxoSmithKline, which is reflected in the $6 billion capital return plan. This uncertainty or doubt typically indicates a negative outlook or sentiment, as it implies potential risks or challenges that could impact the company\\'s financial performance or investor confidence. The headline does not convey a positive or neutral sentiment, as it focuses on the negative aspect of growing doubts about the company\\'s capital return']\n", "doc: {'id': 'fiqasa1099', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $GILD chart: With $IBB back over support. https://t.co/GpRZ2UJFC4\\nAnswer:', 'answer': 'positive', 'text': '$GILD chart: With $IBB back over support. https://t.co/GpRZ2UJFC4', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided is discussing a financial chart for the stock of Gilead Sciences ($GILD) and the iShares Biotechnology ETF ($IBB). The mention of \"$IBB back over support\" suggests that the author is observing a positive technical indicator, as \"support\" in financial charts often indicates a level at which the price of a stock is expected to stabilize or bounce back. However, the text does not express any positive or negative sentiment about the stocks themselves or the overall market. Instead, it is simply providing an observation based on the chart. Therefore, the sentiment of the post is neutral.']\n", "doc: {'id': 'fiqasa1056', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: AB InBev looks to win over SABMiller investors\\nAnswer:', 'answer': 'positive', 'text': 'AB InBev looks to win over SABMiller investors', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"AB InBev looks to win over SABMiller investors\" is neutral. This is because the headline does not inherently express a positive or negative emotion. It simply states a fact or an action that AB InBev is taking in an attempt to gain favor with SABMiller investors. Without additional context or information about the tone or implications of the action, it is difficult to determine a positive or negative sentiment. Neutral sentiment is appropriate when the headline is merely reporting an event or action without expressing an opinion or emotion.']\n", "doc: {'id': 'fiqasa1095', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Long $VVUS shares as a call option w/ an expiration of.. umm.. TODAY. Hitting HOD here.\\nAnswer:', 'answer': 'positive', 'text': 'Long $VVUS shares as a call option w/ an expiration of.. umm.. TODAY. Hitting HOD here.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' The sentiment of the given financial post is Negative. The post indicates a loss, as the user is referring to selling (or \"calling\") a long position in $VVUS shares with an expiration date that has already passed (today), and mentions hitting the high of the day (HOD), which typically implies a peak in value that the shares did not surpass, suggesting a decline in value. The uncertainty and lack of planning (reflected in \"umm..\") also contribute to a negative sentiment.']\n", "doc: {'id': 'fiqasa1167', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: CompaniesLSE adds ex-SEC head Schapiro to board\\nAnswer:', 'answer': 'neutral', 'text': 'CompaniesLSE adds ex-SEC head Schapiro to board', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe given financial headline, \"CompaniesLSE adds ex-SEC head Schapiro to board,\" does not inherently convey a positive or negative sentiment. It simply states an action taken by a company (CompaniesLSE) in the financial sector, which is the addition of a former SEC (Securities and Exchange Commission) head, Mary Schapiro, to its board. This type of announcement is typically neutral and informative, indicating a change in the company\\'s governance structure without expressing any favorable or unfavorable implications. Therefore, the sentiment of this headline is considered neutral.']\n", "doc: {'id': 'fiqasa1074', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Peroni and Grolsch put up for sale as AB InBev plans acquisition of SABMiller\\nAnswer:', 'answer': 'positive', 'text': 'Peroni and Grolsch put up for sale as AB InBev plans acquisition of SABMiller', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"Peroni and Grolsch put up for sale as AB InBev plans acquisition of SABMiller\" is neutral. This is because the headline simply states a fact or event without expressing a positive or negative opinion about it. It informs the reader that Peroni and Grolsch are being sold and that AB InBev is planning to acquire SABMiller, but it does not convey any emotional tone or evaluation of the situation. Neutral sentiment is appropriate when the headline is merely reporting information without a clear positive or negative bias.']\n", "doc: {'id': 'fiqasa981', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco, Asda sales fall as march of the discounters continues: Kantar\\nAnswer:', 'answer': 'negative', 'text': 'Tesco, Asda sales fall as march of the discounters continues: Kantar', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Tesco, Asda sales fall as march of the discounters continues: Kantar\" is negative. This is because the headline indicates a decline in sales for the mentioned companies (Tesco and Asda), which is generally viewed as a negative financial outcome. The context also suggests that this decline is part of a trend (the \"march of the discounters\"), which further implies that the situation is unfavorable for Tesco and Asda. The addition of \"Kantar\" at the end of the headline likely refers to a market research or analytics firm that provided the data or analysis supporting the']\n", "doc: {'id': 'fiqasa956', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Timberrrr $TSLA https://t.co/MRBgfDHHVa\\nAnswer:', 'answer': 'negative', 'text': 'Timberrrr $TSLA https://t.co/MRBgfDHHVa', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe given text appears to be a tweet that includes a hashtag and a link, but it does not contain any explicit positive or negative sentiment towards a financial subject. The word \"Timberrrr\" seems to be a typo or a playful variation of \"timber,\" which is not related to the financial context of the ticker symbol \"$TSLA\" (Tesla). Without additional context or information about the content of the link or any accompanying text, it is not possible to determine a sentiment. Therefore, the sentiment of this financial post is considered neutral.']\n", "doc: {'id': 'fiqasa1006', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Glencore slumps 25 pct as debt fears grow\\nAnswer:', 'answer': 'negative', 'text': 'Glencore slumps 25 pct as debt fears grow', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Glencore slumps 25 pct as debt fears grow\" is negative. The headline indicates that the value of Glencore, a multinational commodity trading and mining company, has significantly decreased by 25 percent. This decrease is attributed to growing concerns or fears about the company\\'s debt, which suggests that there are financial issues or uncertainties that are negatively impacting Glencore\\'s performance and market perception. The use of terms like \"slumps\" and \"debt fears\" inherently conveys a negative sentiment, reflecting a downturn or risk associated with the company\\'s financial health.']\n", "doc: {'id': 'fiqasa991', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $MPWR CEO sells 450k april 15th..meh\\nAnswer:', 'answer': 'negative', 'text': '$MPWR CEO sells 450k april 15th..meh', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text mentions a CEO selling a specific amount of stock on a certain date, followed by the word \"meh,\" which is often used to express indifference or lack of strong emotion. There is no clear indication of positive or negative sentiment related to the stock sale or the overall financial situation of the company. The \"meh\" could imply that the person is not particularly excited or disappointed by the news, but without more context, it\\'s difficult to determine the exact sentiment. Therefore, the most appropriate classification for this post is neutral.']\n", "doc: {'id': 'fiqasa1028', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: New Morrisons duo get former boss's support to diffuse investor tension\\nAnswer:\", 'answer': 'positive', 'text': \"New Morrisons duo get former boss's support to diffuse investor tension\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline \"New Morrisons duo get former boss\\'s support to diffuse investor tension\" is neutral because it does not express a positive or negative sentiment. It simply describes an event or situation where new leaders at Morrisons are receiving support from a former boss to address concerns among investors. There is no inherent positive or negative emotion conveyed in the headline. It is a factual statement that could potentially lead to a positive outcome, but it does not explicitly state that outcome. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1032', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Qualcomm: 10% Dividend Increase Rewards Patient Investors, The Future Looks Bright https://t.co/TJjVpqhHqD $QCOM\\nAnswer:', 'answer': 'positive', 'text': 'Qualcomm: 10% Dividend Increase Rewards Patient Investors, The Future Looks Bright https://t.co/TJjVpqhHqD $QCOM', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions a 10% dividend increase by Qualcomm, which is seen as a reward for \"patient investors.\" This indicates that the company is financially stable and appreciating the loyalty of its investors. Additionally, the statement \"The Future Looks Bright\" suggests optimism about the company\\'s prospects. The hashtag #QCOM further identifies the subject as Qualcomm, reinforcing the positive context. Overall, the post conveys a positive sentiment towards Qualcomm\\'s recent financial actions and future outlook.']\n", "doc: {'id': 'fiqasa979', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Supreme Court Upholds $236 Million Jury Award Against ExxonMobil\\nAnswer:', 'answer': 'negative', 'text': 'Supreme Court Upholds $236 Million Jury Award Against ExxonMobil', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Supreme Court Upholds $236 Million Jury Award Against ExxonMobil\" is negative. This is because the headline indicates that ExxonMobil has been legally obligated to pay a significant sum of money ($236 million) as a result of a jury award. The term \"upholds\" suggests that the Supreme Court has confirmed the decision of a lower court, which in this case was against ExxonMobil. This outcome is generally viewed as unfavorable for the company, as it has to pay a substantial amount of money, which could impact its financial health and reputation. Therefore, the']\n", "doc: {'id': 'fiqasa1031', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $CTRP not a bad long chart now that it's through sma100 resistance.\\nAnswer:\", 'answer': 'positive', 'text': \"$CTRP not a bad long chart now that it's through sma100 resistance.\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is Positive. The text mentions that \"CTRP\" (presumably a stock ticker symbol) is no longer a \"bad long\" and has overcome a significant resistance level (SMA100), which is often seen as a bullish indicator in technical analysis. This suggests the author views the future prospects of the stock in a favorable light, hence the positive sentiment.']\n", "doc: {'id': 'fiqasa1054', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: BRIEF-Aviva aims to increase dividend pay-out ratio to 50 pct in 2017\\nAnswer:', 'answer': 'positive', 'text': 'BRIEF-Aviva aims to increase dividend pay-out ratio to 50 pct in 2017', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"BRIEF-Aviva aims to increase dividend pay-out ratio to 50 pct in 2017\" is neutral. This is because the headline simply states a fact or an intention of the company, Aviva, to adjust its dividend payout ratio. It does not inherently express a positive or negative emotion or outlook. Investors or readers might interpret this information in various ways based on their expectations, the current financial health of Aviva, or the overall market conditions, but the headline itself does not convey a sentiment.']\n", "doc: {'id': 'fiqasa1131', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Bilfinger Industrial Services win £100m BP contract extension\\nAnswer:', 'answer': 'positive', 'text': 'Bilfinger Industrial Services win £100m BP contract extension', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial headline \"Bilfinger Industrial Services win £100m BP contract extension\" is positive. This is because the headline indicates that Bilfinger Industrial Services has secured a significant contract extension with BP, which is a major corporation. Winning a contract of this size typically suggests growth, increased business, and potentially higher revenues for the company, all of which are positive indicators in the financial and business context. The headline does not contain any negative language or suggest any adverse outcomes, further supporting the positive sentiment.']\n", "doc: {'id': 'fiqasa1125', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco sells half of stake in ecommerce site Lazada to Alibaba for £90m\\nAnswer:', 'answer': 'positive', 'text': 'Tesco sells half of stake in ecommerce site Lazada to Alibaba for £90m', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"Tesco sells half of stake in ecommerce site Lazada to Alibaba for £90m\" is neutral. This is because the headline simply states a transaction that occurred between three entities (Tesco, Alibaba, and Lazada) without expressing any positive or negative emotions or opinions about the event. It merely provides factual information about the sale of a stake in an ecommerce site, which could potentially have various implications for the companies involved, but does not inherently convey a positive or negative sentiment.']\n", "doc: {'id': 'fiqasa963', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: @1nvestor: $SODA has a 42.71% Float Short. LoL http://stks.co/e0DfP\\nAnswer:', 'answer': 'negative', 'text': '@1nvestor: $SODA has a 42.71% Float Short. LoL http://stks.co/e0DfP', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Negative.\\n\\nExplanation: The text \"@1nvestor: $SODA has a 42.71% Float Short. LoL http://stks.co/e0DfP\" contains a negative sentiment. The term \"Float Short\" refers to the number of shares of a security that have been sold short by investors, expecting the price to decrease. A higher percentage of float short typically indicates that there is a significant amount of bearish sentiment in the market, which can be seen as negative for the stock\\'s price movement. The \"LoL\" (Laughing Out Loud']\n", "doc: {'id': 'fiqasa1152', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Britain's FTSE bounces back, Mondi and Barratt lead\\nAnswer:\", 'answer': 'positive', 'text': \"Britain's FTSE bounces back, Mondi and Barratt lead\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Analyze the headline for keywords that indicate sentiment.\\n- \"bounces back\" suggests a recovery or improvement, which is positive.\\n- \"Mondi and Barratt lead\" implies that these companies are performing well, contributing to the positive sentiment.\\n\\nStep 2: Determine the overall sentiment based on the keywords.\\n- The headline contains positive keywords (\"bounces back\" and \"lead\"), which indicate a positive sentiment.\\n\\nConclusion: The sentiment of the financial headline is Positive.']\n", "doc: {'id': 'fiqasa1114', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $FB Dax says bye bye 2013 - finished a great yr w 28% plus!\\nAnswer:', 'answer': 'positive', 'text': '$FB Dax says bye bye 2013 - finished a great yr w 28% plus!', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions that Facebook ($FB) had a great year with a 28% increase, which is a positive indicator of the company\\'s performance. The phrase \"bye bye 2013\" could be interpreted as a celebratory tone, further emphasizing the positive sentiment. The use of the word \"finished\" also suggests that the year has ended on a successful note. Overall, the post conveys a positive sentiment regarding Facebook\\'s financial performance in 2013.']\n", "doc: {'id': 'fiqasa1012', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Deutsche Bank downgrades Starbucks because of new loyalty program https://t.co/Iy4LCUGABc $SBUX\\nAnswer:', 'answer': 'negative', 'text': 'Deutsche Bank downgrades Starbucks because of new loyalty program https://t.co/Iy4LCUGABc $SBUX', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [\" Negative\\n\\nThe sentiment of the financial post is negative because it indicates that Deutsche Bank has downgraded Starbucks due to a new loyalty program. This action by Deutsche Bank suggests a decrease in the stock's value or outlook, which is typically associated with negative sentiment. The mention of $SBUX, which is the ticker symbol for Starbucks, further contextualizes the focus on the company's financial status.\"]\n", "doc: {'id': 'fiqasa996', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco share price dips as Blinkbox Books closes ending supermarket's digital ...\\nAnswer:\", 'answer': 'negative', 'text': \"Tesco share price dips as Blinkbox Books closes ending supermarket's digital ...\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Tesco share price dips as Blinkbox Books closes ending supermarket\\'s digital...\" is Negative. The headline indicates that the share price of Tesco, a well-known supermarket chain, has decreased (dipped) due to the closure of its digital book service, Blinkbox Books. This suggests that the financial performance or strategy of Tesco has been negatively impacted, leading to a drop in the value of its shares. The closing of a digital service can be seen as a setback for a company\\'s digital presence and overall business strategy, which might not be viewed favorably by investors, hence the negative sentiment']\n", "doc: {'id': 'fiqasa1119', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco leads leap in FTSE 100; Marks & Spencer drops\\nAnswer:', 'answer': 'positive', 'text': 'Tesco leads leap in FTSE 100; Marks & Spencer drops', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nStep 1: Analyze the headline for any positive or negative words or phrases.\\n- \"Tesco leads leap\" suggests that Tesco is performing well, which is positive.\\n- \"FTSE 100\" is a stock market index, and the headline indicates that it is \"leap\"ing, which could be seen as positive.\\n- \"Marks & Spencer drops\" suggests that Marks & Spencer is performing poorly, which is negative.\\n\\nStep 2: Weigh the positive and negative aspects of the headline.\\n- There is one positive aspect (Tesco leading the leap in the FTSE 100']\n", "doc: {'id': 'fiqasa955', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $TWTR sad the only thing to move this is a takeover rumor only to be sold off next day !\\nAnswer:', 'answer': 'negative', 'text': '$TWTR sad the only thing to move this is a takeover rumor only to be sold off next day !', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text suggests disappointment and pessimism regarding the stock of Twitter ($TWTR), as it is only speculated to move due to takeover rumors, and then gets sold off the next day. The use of words like \"sad\" and \"only\" implies a sense of dissatisfaction and lack of confidence in the stock\\'s performance. Additionally, the phrase \"sold off\" typically indicates a decrease in stock value, further supporting the negative sentiment.']\n", "doc: {'id': 'fiqasa987', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: UPDATE 3-Ex-Barclays director accused by US of illegal tips to plumber\\nAnswer:', 'answer': 'negative', 'text': 'UPDATE 3-Ex-Barclays director accused by US of illegal tips to plumber', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"UPDATE 3-Ex-Barclays director accused by US of illegal tips to plumber\" is negative. This is because the headline involves a negative event or situation, which is the accusation of illegal activity by a former director of a major financial institution (Barclays) against another individual (a plumber). Such accusations typically have negative implications for the reputation of the involved parties and the company they are associated with, potentially leading to legal consequences, financial penalties, and loss of trust from stakeholders. The use of terms like \"accused,\" \"illegal tips,\" and \"UPDATE 3\" (im']\n", "doc: {'id': 'fiqasa1085', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $AAPL - Has broken its downtrend - but 200DMA proving to be stiff resistance short term. https://t.co/VlzlgvIHZV\\nAnswer:', 'answer': 'positive', 'text': '$AAPL - Has broken its downtrend - but 200DMA proving to be stiff resistance short term. https://t.co/VlzlgvIHZV', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post provided is neutral. The text discusses the stock price movement of $AAPL (Apple Inc.), mentioning that it has broken its downtrend, which could be seen as a positive development. However, it also notes that the 200-day moving average (DMA) is acting as a \"stiff resistance\" in the short term, which could be interpreted as a negative factor. Since the post contains both positive and negative elements without a clear overall positive or negative bias, the sentiment is considered neutral. The post is providing information and analysis rather than expressing a strong positive or negative opinion.']\n", "doc: {'id': 'fiqasa1030', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $RSH - looking for first profitable quarter in 3 years!!! ;). LONG & STRONG\\nAnswer:', 'answer': 'positive', 'text': '$RSH - looking for first profitable quarter in 3 years!!! ;). LONG & STRONG', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions the anticipation of the first profitable quarter in 3 years for the company $RSH, which is a positive development. The use of exclamation marks and the phrase \"LONG & STRONG\" further emphasize the positive sentiment, suggesting that the author is optimistic about the company\\'s future performance. The inclusion of the emoticon \"^.^\" at the end of the post also indicates a positive emotional tone. Overall, the post expresses enthusiasm and confidence in the company\\'s ability to achieve profitability, which is a positive sentiment in the context of financial discussions.']\n", "doc: {'id': 'fiqasa1096', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Standard Chartered, RBS Escape Capital Raising in Stress Test\\nAnswer:', 'answer': 'positive', 'text': 'Standard Chartered, RBS Escape Capital Raising in Stress Test', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline provided, \"Standard Chartered, RBS Escape Capital Raising in Stress Test,\" is neutral in sentiment. This is because the headline simply reports a fact or event without expressing a positive or negative opinion. It informs the reader that Standard Chartered and RBS (Royal Bank of Scotland) have avoided the need to raise capital during a stress test, which could be seen as a positive outcome for these financial institutions. However, the headline itself does not convey any emotional tone or judgment, making it neutral. It is simply a statement of information.']\n", "doc: {'id': 'fiqasa1098', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Starbucks' Digital Strategy To Drive Significant Growth With Customer Loyalty https://t.co/9Q7cI79IYO $SBUX\\nAnswer:\", 'answer': 'positive', 'text': \"Starbucks' Digital Strategy To Drive Significant Growth With Customer Loyalty https://t.co/9Q7cI79IYO $SBUX\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided is a brief statement about a financial topic related to Starbucks, specifically mentioning their digital strategy aimed at driving growth through customer loyalty. The sentiment of this text cannot be definitively classified as positive or negative because it does not express an opinion or emotion about the strategy itself. Instead, it simply provides information about a business action. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1013', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $AAPL Beat the estimates. Will still go down on lack of new products. https://t.co/sX3z7u6N8o\\nAnswer:', 'answer': 'negative', 'text': '$AAPL Beat the estimates. Will still go down on lack of new products. https://t.co/sX3z7u6N8o', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The post mentions that Apple (AAPL) has beaten the estimates, which is generally considered a positive outcome. However, it also predicts that the stock might still go down due to the lack of new products, which introduces a negative aspect. Since there are both positive and negative elements in the post, it does not lean towards a clear positive or negative sentiment, making it neutral. The presence of a link at the end does not affect the sentiment analysis of the text itself.']\n", "doc: {'id': 'fiqasa1079', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Britain's FTSE gains, Land Securities up after dividend hike\\nAnswer:\", 'answer': 'positive', 'text': \"Britain's FTSE gains, Land Securities up after dividend hike\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial headline \"Britain\\'s FTSE gains, Land Securities up after dividend hike\" is positive. The headline indicates that the British stock market index, the FTSE, has experienced an increase in value, and specifically mentions Land Securities, a company, which has also seen an upward movement in its value following a dividend hike. Both of these developments are generally considered positive indicators in the financial market, suggesting that the company\\'s performance and the overall market conditions are favorable. Therefore, the sentiment associated with this headline is positive.']\n", "doc: {'id': 'fiqasa958', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Sainsbury's, Asda, Tesco and Morrisons will all cut petrol prices as oil falls ...\\nAnswer:\", 'answer': 'negative', 'text': \"Sainsbury's, Asda, Tesco and Morrisons will all cut petrol prices as oil falls ...\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral. The headline is simply stating a fact that several major UK supermarkets will reduce their petrol prices in response to falling oil prices. There is no positive or negative sentiment expressed in the headline.']\n", "doc: {'id': 'fiqasa1034', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: ARM Royalties Accelerate as Smartphone Market Regains Strength\\nAnswer:', 'answer': 'positive', 'text': 'ARM Royalties Accelerate as Smartphone Market Regains Strength', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial headline \"ARM Royalties Accelerate as Smartphone Market Regains Strength\" is positive. This is because the headline suggests that ARM, a company that provides intellectual property for semiconductor design, is experiencing an increase in its royalties. This increase is directly linked to the smartphone market regaining strength, which implies that there is growth and improvement in the market. The positive sentiment is further reinforced by the use of the word \"accelerate,\" which indicates an increase in pace or rate, suggesting a favorable development for ARM and potentially the industry as a whole.']\n", "doc: {'id': 'fiqasa969', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: @Dlerch LOL! $FMCN back under $17, darn those shorts! No chit Sherlock!\\nAnswer:', 'answer': 'negative', 'text': '@Dlerch LOL! $FMCN back under $17, darn those shorts! No chit Sherlock!', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Positive. The use of \"LOL\" and the excitement about $FMCN (presumably a stock ticker symbol) being back under $17 suggests that the author is pleased with the situation, possibly because it benefits their investment or trading strategy. The phrase \"darn those shorts\" indicates that the author is pleased with the performance of the stock, possibly against short sellers. The reference to \"No chit Sherlock\" is a playful way of affirming the correctness of the observation, further emphasizing the positive sentiment.']\n", "doc: {'id': 'fiqasa1075', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Aviva, Friends Life top forecasts ahead of 5.6 billion pound merger\\nAnswer:', 'answer': 'positive', 'text': 'Aviva, Friends Life top forecasts ahead of 5.6 billion pound merger', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial headline \"Aviva, Friends Life top forecasts ahead of 5.6 billion pound merger\" is positive. The headline indicates that both Aviva and Friends Life have exceeded expectations, which is generally a favorable outcome for investors and stakeholders involved in the companies. The mention of a \"5.6 billion pound merger\" also suggests a significant and potentially lucrative business development, further contributing to a positive sentiment. The use of the word \"top\" implies that the forecasts were surpassed, which is typically associated with positive financial performance or outcomes.']\n", "doc: {'id': 'fiqasa1055', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: longed $AMZN 300 @ 189.82\\nAnswer:', 'answer': 'positive', 'text': 'longed $AMZN 300 @ 189.82', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe text provided is a financial instruction or action, specifically indicating a long position in Amazon (AMZN) at a price of $189.82, with the target price being $300. This statement does not inherently convey a positive or negative sentiment about the stock or the market conditions. It simply describes an investment decision or a prediction about the future value of the stock. Therefore, the sentiment is considered neutral, as it does not express optimism, pessimism, or any other emotional tone related to the stock's performance.\"]\n", "doc: {'id': 'fiqasa949', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Oil majors like Royal Dutch Shell, Chevron, BP fail to find reserves to counter ...\\nAnswer:', 'answer': 'negative', 'text': 'Oil majors like Royal Dutch Shell, Chevron, BP fail to find reserves to counter ...', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial headline is negative. The headline suggests that oil majors, including Royal Dutch Shell, Chevron, and BP, have not been successful in discovering new reserves to offset or counterbalance some negative factor, likely a decline in their existing reserves or a decrease in oil prices. The use of the word \"fail\" indicates a lack of success, which is a negative outcome in the context of oil exploration and production. The headline implies that these companies are facing challenges in maintaining or increasing their oil reserves, which could have negative implications for their financial performance and future prospects.']\n", "doc: {'id': 'fiqasa1005', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $SPY $MITK fast 56pc dive http://stks.co/3ffN $$\\nAnswer:', 'answer': 'negative', 'text': '$SPY $MITK fast 56pc dive http://stks.co/3ffN $$', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Negative. The mention of a \"56pc dive\" indicates a significant decrease in value, which is generally associated with negative sentiment in financial contexts. The use of \"$SPY\" and \"$MITK\" suggests that the post is discussing stocks or investments, and the term \"fast\" implies that the decline happened quickly, which can be seen as a negative event for investors. The inclusion of the link \"http://stks.co/3ffN $\" might be intended to provide more information or analysis, but without further context, it does not change the overall negative sentiment of the post.']\n", "doc: {'id': 'fiqasa1150', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: @BULLYA @pollux654321 My 50 $KORS 80 Calls are going to b a Blessing for my Daughters tuition!\\nAnswer:', 'answer': 'positive', 'text': '@BULLYA @pollux654321 My 50 $KORS 80 Calls are going to b a Blessing for my Daughters tuition!', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' The sentiment of the given financial post is Positive. The author expresses excitement and optimism about their investment in KORS 80 Calls, stating that it will be a \"Blessing\" for their daughter\\'s tuition, which implies that they expect a profitable outcome. The use of exclamation marks also suggests enthusiasm and positivity.']\n", "doc: {'id': 'fiqasa1026', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Amazon declares 'best ever' Black Friday and Cyber Monday for Kindle family http://stks.co/cEtw via Engadget $AMZN\\nAnswer:\", 'answer': 'positive', 'text': \"Amazon declares 'best ever' Black Friday and Cyber Monday for Kindle family http://stks.co/cEtw via Engadget $AMZN\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions that Amazon has declared \\'best ever\\' sales for the Kindle family during Black Friday and Cyber Monday, which indicates strong performance and success. The use of the term \"best ever\" suggests that the sales exceeded expectations, and the reference to Engadget, a technology news website, implies that the information is coming from a reputable source. The inclusion of the stock ticker symbol $AMZN also suggests that the positive news is relevant to investors and the stock market, further supporting the positive sentiment.']\n", "doc: {'id': 'fiqasa1029', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $PLUG Closed short position. Small gain. Not interested in options expiring worthless\\nAnswer:', 'answer': 'positive', 'text': '$PLUG Closed short position. Small gain. Not interested in options expiring worthless', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post can be interpreted as neutral. The post mentions closing a short position in the stock $PLUG, which resulted in a small gain. This could be seen as a positive outcome, as the individual made a profit. However, the second part of the statement, \"Not interested in options expiring worthless,\" suggests a cautious or potentially negative outlook on future options trading, as the person does not want to risk options expiring without value. Since the sentiment is mixed between a positive outcome and a cautionary note, it is best described as neutral. The post does not express a predominantly positive or negative']\n", "doc: {'id': 'fiqasa962', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Tesla Motors recalls 2,700 Model X SUVs https://t.co/BFWS3DbM0U $TSLA\\nAnswer:', 'answer': 'negative', 'text': 'Tesla Motors recalls 2,700 Model X SUVs https://t.co/BFWS3DbM0U $TSLA', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The post simply states that Tesla Motors has recalled 2,700 Model X SUVs and provides a link for more information. It does not express a positive or negative opinion about the recall or the company. The mention of the stock symbol ($TSLA) is likely to provide context for investors or those interested in the stock market, but it does not contribute to the sentiment of the post itself.']\n", "doc: {'id': 'fiqasa1035', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Slowly adding some $FIO here but gotta be careful. This will be one of biggest winners in 2012\\nAnswer:', 'answer': 'positive', 'text': 'Slowly adding some $FIO here but gotta be careful. This will be one of biggest winners in 2012', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The author mentions that they are \"slowly adding\" to their investment in $FIO, indicating a willingness to invest in the stock. Additionally, the statement \"this will be one of the biggest winners in 2012\" expresses a confident and optimistic outlook on the potential future performance of the stock. The use of the word \"careful\" suggests a cautious approach, which is a common and reasonable attitude when investing, but does not negate the overall positive sentiment. Therefore, the sentiment is classified as positive.']\n", "doc: {'id': 'fiqasa1154', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $KCG bot at 2.24\\nAnswer:', 'answer': 'positive', 'text': '$KCG bot at 2.24', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided, \"$KCG bot at 2.24,\" is a simple statement that describes a financial action or status without expressing any positive or negative emotions or opinions. It merely indicates that a bot (automated trading software) was involved in a transaction for $KCG at a price of 2.24. There is no sentiment attached to the statement, making the sentiment Neutral. To determine a positive or negative sentiment, one would need additional context or language that expresses feelings or evaluations about the transaction or the entity involved.']\n", "doc: {'id': 'fiqasa1163', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Barclays poaches new chief operating officer Paul Compton from JP Morgan Chase\\nAnswer:', 'answer': 'neutral', 'text': 'Barclays poaches new chief operating officer Paul Compton from JP Morgan Chase', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe headline provided, \"Barclays poaches new chief operating officer Paul Compton from JP Morgan Chase,\" is neutral in sentiment. It simply states a fact about a business event without expressing a positive or negative opinion about the event itself. The headline informs that Barclays has hired Paul Compton as their new chief operating officer from JP Morgan Chase, but it does not convey any emotional tone or evaluation of the significance or impact of this move. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1024', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: 5-star analyst @brianwieser from Pivotal Research upgraded rating on $GOOGL to BUY. Brian has a 79% success rate https://t.co/t0dn02EOH5\\nAnswer:', 'answer': 'positive', 'text': '5-star analyst @brianwieser from Pivotal Research upgraded rating on $GOOGL to BUY. Brian has a 79% success rate https://t.co/t0dn02EOH5', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial post is positive because it mentions a 5-star analyst upgrading the rating on a company\\'s stock to \"BUY.\" This typically indicates a favorable outlook on the company\\'s future performance, which is generally considered a positive sentiment in financial contexts. The mention of a high success rate (79%) further reinforces the positive sentiment, as it suggests that the analyst has a track record of accurate predictions. The use of the hashtag \"#t0dn02EOH5\" is likely a placeholder for a link to more detailed information or the analyst\\'s profile, which could provide additional context supporting the positive sentiment.']\n", "doc: {'id': 'fiqasa1153', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: UK housing market steadies after Brexit dip, Persimmon says\\nAnswer:', 'answer': 'positive', 'text': 'UK housing market steadies after Brexit dip, Persimmon says', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline indicates that the UK housing market has stabilized following a downturn caused by Brexit. However, it does not express a positive or negative sentiment about the current state of the market or the future outlook. Instead, it simply reports a fact based on the statement made by Persimmon, a housebuilder. Therefore, the sentiment is neutral.']\n", "doc: {'id': 'fiqasa977', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: @chessNwine: $IWM 30-Minute Chart. Small caps threatening descending triangle breakdown under $110.20. http://stks.co/r0KKm\\nAnswer:', 'answer': 'negative', 'text': '@chessNwine: $IWM 30-Minute Chart. Small caps threatening descending triangle breakdown under $110.20. http://stks.co/r0KKm', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Negative. The text mentions that small caps are threatening a breakdown under a specific price level ($110.20), which typically indicates potential downward movement or a bearish outlook. The mention of a \"descending triangle breakdown\" also suggests a negative trend in the market. Therefore, the sentiment is negative.']\n", "doc: {'id': 'fiqasa1138', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $DNN picked some up, like this going into 2014\\nAnswer:', 'answer': 'positive', 'text': '$DNN picked some up, like this going into 2014', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe text provided is discussing a financial action, specifically the purchase of shares in a company named $DNN, with a prediction or expectation about its performance in 2014. The sentiment expressed is neutral because it does not convey a positive or negative emotion about the investment. The user is simply stating an action they took and their outlook on the future, without expressing enthusiasm, disappointment, or any other emotional response. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1025', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Lloyds Banking Group's share price lifts amid reports bank is poised to axe hundreds of UK jobs\\nAnswer:\", 'answer': 'positive', 'text': \"Lloyds Banking Group's share price lifts amid reports bank is poised to axe hundreds of UK jobs\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Lloyds Banking Group\\'s share price lifts amid reports bank is poised to axe hundreds of UK jobs\" is Negative. The headline indicates that the bank is planning to cut a significant number of jobs, which is generally viewed as a negative development for the employees affected and potentially for the company\\'s reputation. The fact that the share price lifts might be seen as a positive indicator for investors, but in the context of job cuts, it does not change the overall negative sentiment regarding the employment situation at the bank. The headline does not convey a positive sentiment about the bank\\'s operations or financial health in relation']\n", "doc: {'id': 'fiqasa1157', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $AAPL broke descending channel....will it hold?\\nAnswer:', 'answer': 'neutral', 'text': '$AAPL broke descending channel....will it hold?', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe given financial post is asking a question about a potential outcome for the stock of Apple ($AAPL), specifically whether it will hold after breaking a descending channel. The sentiment of this post cannot be definitively classified as positive or negative because it does not express a favorable or unfavorable opinion about the stock. Instead, it is neutral and seeks information or an analysis of the situation. The post is more of a speculative inquiry than an expression of sentiment.']\n", "doc: {'id': 'fiqasa1116', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: CompaniesActelion shares hit record on Shire takeover talk\\nAnswer:', 'answer': 'positive', 'text': 'CompaniesActelion shares hit record on Shire takeover talk', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"Companies Actelion shares hit record on Shire takeover talk\" can be considered neutral because it simply reports an event (Actelion\\'s share price reaching a record high) in response to a situation (Shire takeover talk). It does not inherently express a positive or negative opinion about the event or the companies involved. The headline is informative and does not lean towards a positive or negative sentiment.']\n", "doc: {'id': 'fiqasa978', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Royal Mail, Johnson Matthey lead FTSE lower\\nAnswer:', 'answer': 'negative', 'text': 'Royal Mail, Johnson Matthey lead FTSE lower', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nStep 1: Analyze the headline for keywords that indicate sentiment.\\nIn this case, the keywords are \"FTSE lower.\" \\n\\nStep 2: Determine the sentiment based on the keywords.\\n\"Lower\" typically indicates a decrease or decline, which is generally associated with a negative sentiment in financial contexts.\\n\\nStep 3: Consider the context of the headline.\\nThe headline mentions that Royal Mail and Johnson Matthey are leading the FTSE lower. This implies that these companies\\' performance is negatively impacting the overall market index.\\n\\nStep 4: Conclude the sentiment.\\nBased on the keywords and context, the sentiment of the headline is']\n", "doc: {'id': 'fiqasa1132', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco breaks its downward slide by cutting sales decline in half\\nAnswer:', 'answer': 'positive', 'text': 'Tesco breaks its downward slide by cutting sales decline in half', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Identify the key elements in the headline.\\n- \"Tesco\" is the subject, a well-known company.\\n- \"breaks its downward slide\" suggests a reversal of a negative trend.\\n- \"cuts sales decline in half\" indicates improvement in financial performance.\\n\\nStep 2: Analyze the sentiment of each key element.\\n- \"breaks its downward slide\" has a positive sentiment, as it implies improvement.\\n- \"cuts sales decline in half\" also has a positive sentiment, as it shows a reduction in negative performance.\\n\\nStep 3: Combine the sentiments of the key elements.\\n- Both key elements']\n", "doc: {'id': 'fiqasa939', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Legal & General share price: Finance chief to step down\\nAnswer:', 'answer': 'negative', 'text': 'Legal & General share price: Finance chief to step down', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe headline \"Legal & General share price: Finance chief to step down\" does not inherently convey a positive or negative sentiment. It simply states a fact about the departure of the finance chief from Legal & General, which could potentially impact the company\\'s financial performance and, consequently, its share price. Without additional context or information about the implications of this change, the sentiment of the headline cannot be definitively classified as positive or negative. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1009', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $SAP Q1 disappoints as #software licenses down. Real problem? #Cloud growth trails $MSFT $ORCL $GOOG $CRM $ADBE https://t.co/jNDphllzq5\\nAnswer:', 'answer': 'negative', 'text': '$SAP Q1 disappoints as #software licenses down. Real problem? #Cloud growth trails $MSFT $ORCL $GOOG $CRM $ADBE https://t.co/jNDphllzq5', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial post is negative. The text mentions that SAP\\'s Q1 performance has disappointed, specifically due to a decrease in software licenses. It also suggests that the company\\'s cloud growth is lagging behind competitors such as Microsoft (MSFT), Oracle (ORCL), Google (GOOG), Salesforce (CRM), and Adobe (ADBE), which implies that SAP is not performing as well as its competitors in the market. The use of the word \"disappoints\" and the comparison to other companies\\' growth rates contribute to the negative sentiment. Additionally, the inclusion of hashtags like #softwarelicenses and #cloudgrowth']\n", "doc: {'id': 'fiqasa1088', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Retail giant Kingfisher reports 'solid' start to the year\\nAnswer:\", 'answer': 'positive', 'text': \"Retail giant Kingfisher reports 'solid' start to the year\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial headline \"Retail giant Kingfisher reports \\'solid\\' start to the year\" is positive. The use of the word \"solid\" suggests that Kingfisher has performed well at the beginning of the year, which is generally viewed as a favorable outcome. The term \"solid\" typically implies stability, strength, or a good foundation, all of which are positive indicators in the context of a company\\'s financial performance. Therefore, the sentiment associated with this headline is positive.']\n", "doc: {'id': 'fiqasa1052', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: UPDATE: Persimmon Profit Up Strongly, Outlook Positive\\nAnswer:', 'answer': 'positive', 'text': 'UPDATE: Persimmon Profit Up Strongly, Outlook Positive', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial headline \"UPDATE: Persimmon Profit Up Strongly, Outlook Positive\" is positive. The headline indicates that the company, Persimmon, has reported an increase in profit, which is generally a favorable sign for investors and the overall financial health of the company. Additionally, the mention of a \"positive outlook\" suggests that the company expects continued growth or favorable conditions in the future, further contributing to a positive sentiment.']\n", "doc: {'id': 'fiqasa994', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $GRPN might be selling off ahead of $P earnings...\\nAnswer:', 'answer': 'negative', 'text': '$GRPN might be selling off ahead of $P earnings...', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe given financial post is discussing a potential event ($GRPN selling off ahead of $P earnings) but does not express a positive or negative sentiment about the event itself. It simply states a fact or a possible scenario without indicating approval, disapproval, or indifference. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1045', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Priceline's stock jumps to new high for the year after Barclays upgrade\\nAnswer:\", 'answer': 'positive', 'text': \"Priceline's stock jumps to new high for the year after Barclays upgrade\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the financial headline \"Priceline\\'s stock jumps to new high for the year after Barclays upgrade\" is positive. The headline indicates that the stock price of Priceline has increased significantly, reaching a new high for the year, following an upgrade by the financial institution Barclays. This suggests that the market\\'s perception of Priceline\\'s performance or potential has improved, leading to a positive response in the stock market. The use of words like \"jumps\" and \"new high\" conveys a sense of upward movement and success, which are indicative of a positive sentiment.']\n", "doc: {'id': 'fiqasa1160', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Royal Mail turnaround proving expensive in tough UK market\\nAnswer:', 'answer': 'neutral', 'text': 'Royal Mail turnaround proving expensive in tough UK market', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Royal Mail turnaround proving expensive in tough UK market\" is Negative. This is because the headline suggests that the efforts to turn around the Royal Mail are costly and are occurring in a challenging market environment, which generally indicates a negative outlook or situation. The words \"expensive\" and \"tough\" both carry negative connotations, implying that the company is facing difficulties and incurring high costs in its efforts to improve its performance.']\n", "doc: {'id': 'fiqasa1117', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Added. Cost now at 1.54. Bounce off of Put OI & S1 pivot. @moteltan BTO $AAPL Apr 27 2012 605.0 Calls @ 1.66 for ride to 609 ish.\\nAnswer:', 'answer': 'positive', 'text': 'Added. Cost now at 1.54. Bounce off of Put OI & S1 pivot. @moteltan BTO $AAPL Apr 27 2012 605.0 Calls @ 1.66 for ride to 609 ish.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe text provided is discussing a financial transaction and strategy related to stock trading, specifically involving Apple (AAPL) stock options. The sentiment of the text is neutral because it does not express a positive or negative emotion about the financial situation or the decision being made. Instead, it is a straightforward description of an action taken in the market, including the purchase of a call option and the rationale behind the decision. There is no indication of the author's feelings or the expected outcome, which would be necessary to classify the sentiment as positive or negative. The text is focused on the execution of a trading strategy rather than expressing an emotional response to\"]\n", "doc: {'id': 'fiqasa1104', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $GOOG resistance turned support? It\\nAnswer:', 'answer': 'positive', 'text': '$GOOG resistance turned support? It', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post provided is neutral. The text mentions \"$GOOG resistance turned support,\" which is a technical analysis term used in trading. It indicates a change in the trend of a stock or market, but without any positive or negative emotion attached to it, the sentiment remains neutral. The text does not express optimism, pessimism, or any other emotional response, making it neutral in nature.']\n", "doc: {'id': 'fiqasa1121', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $SPY Looks like bear traps getting laid faster than Cadbury Creme Eggs by the Easter Bunny\\nAnswer:', 'answer': 'positive', 'text': '$SPY Looks like bear traps getting laid faster than Cadbury Creme Eggs by the Easter Bunny', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Negative\\n\\nThe sentiment of the financial post is negative. The text uses a metaphorical expression \"bear traps getting laid faster than Cadbury Creme Eggs by the Easter Bunny\" to suggest that the situation in the market ($SPY) is becoming increasingly bearish, or pessimistic, at a rapid pace. This implies that the author expects a decline in the market, which is a negative outlook. The reference to \"Cadbury Creme Eggs\" and \"the Easter Bunny\" adds a playful, albeit dark, tone to the statement, further emphasizing the negative sentiment. The use of \"faster\" also indicates acceleration in the bearish']\n", "doc: {'id': 'fiqasa988', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $INTC finally some nice downside move... looking for the 31 handle to break\\nAnswer:', 'answer': 'negative', 'text': '$INTC finally some nice downside move... looking for the 31 handle to break', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text mentions \"nice downside move,\" which implies that the stock price of Intel (represented by the ticker symbol $INTC) is experiencing a decline, and the user is anticipating it to reach the 31 handle, suggesting a further decrease in value. These indicators point towards a negative sentiment, as they reflect a bearish outlook on the stock\\'s performance.']\n", "doc: {'id': 'fiqasa1081', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: FDA approves Shire's Vyvanse for binge-eating disorder\\nAnswer:\", 'answer': 'positive', 'text': \"FDA approves Shire's Vyvanse for binge-eating disorder\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Positive\\n\\nStep 1: Identify the key elements in the headline.\\n- FDA (Food and Drug Administration) approval\\n- Shire's Vyvanse\\n- Binge-eating disorder\\n\\nStep 2: Analyze the key elements.\\n- FDA approval typically indicates that a drug or product has met certain safety and efficacy standards, which is generally a positive development.\\n- Shire's Vyvanse is a pharmaceutical product, and the headline suggests that it has been approved for a new use (treating binge-eating disorder).\\n- Binge-eating disorder is a serious medical condition, and the approval of a treatment for it can\"]\n", "doc: {'id': 'fiqasa1170', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Valeant Names Interim Leader as CEO Remains Hospitalized\\nAnswer:', 'answer': 'neutral', 'text': 'Valeant Names Interim Leader as CEO Remains Hospitalized', 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe headline \"Valeant Names Interim Leader as CEO Remains Hospitalized\" is neutral because it simply reports a factual event without expressing a positive or negative opinion. The headline informs readers that Valeant has appointed an interim leader in place of the CEO, who is currently hospitalized. There is no indication of the company\\'s financial performance, market reaction, or any other context that would suggest a positive or negative sentiment. Therefore, the sentiment of this headline is neutral.']\n", "doc: {'id': 'fiqasa1092', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $AAPL downgrade is bias. This stock is a buy.\\nAnswer:', 'answer': 'positive', 'text': '$AAPL downgrade is bias. This stock is a buy.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' The sentiment of the given financial post is Positive. The statement suggests that the stock of Apple ($AAPL) is considered a good buy despite a downgrade, implying that the author believes the stock is undervalued or has potential for growth. The use of the word \"bias\" implies that the author believes the downgrade was not fair or accurate, further supporting the positive sentiment.']\n", "doc: {'id': 'fiqasa1067', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $TYC just about to break out to new highs, lots of technicals looking great right now.\\nAnswer:', 'answer': 'positive', 'text': '$TYC just about to break out to new highs, lots of technicals looking great right now.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is positive. The text mentions that $TYC (presumably a stock ticker symbol) is \"just about to break out to new highs,\" which indicates an expectation of growth and upward movement in the stock\\'s price. Additionally, the phrase \"lots of technicals looking great right now\" suggests that there are favorable indicators or signals from technical analysis, further supporting a positive outlook on the stock\\'s performance. Therefore, the overall sentiment expressed in the post is positive.']\n", "doc: {'id': 'fiqasa997', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Diageo receives reports from United Spirits on financial irregularities involving ...\\nAnswer:', 'answer': 'negative', 'text': 'Diageo receives reports from United Spirits on financial irregularities involving ...', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Diageo receives reports from United Spirits on financial irregularities involving ...\" is negative. This is because the headline suggests that there are issues or problems (financial irregularities) that have been discovered within the financial operations of United Spirits, which is a subsidiary or related company to Diageo. The term \"irregularities\" typically implies misconduct, errors, or unexpected and undesirable activities, which are not positive developments. The fact that Diageo is receiving these reports further indicates that there is a cause for concern or investigation, which is generally associated with negative outcomes in financial contexts. Therefore, the']\n", "doc: {'id': 'fiqasa993', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $FB $AAPL $NKE $JWN bearish charts keep getting worse.\\nAnswer:', 'answer': 'negative', 'text': '$FB $AAPL $NKE $JWN bearish charts keep getting worse.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Negative. The mention of \"bearish charts getting worse\" for companies like Facebook ($FB), Apple ($AAPL), Nike ($NKE), and J.C. Penney ($JWN) indicates a pessimistic outlook on their stock performance or overall market position. The term \"bearish\" typically refers to a market or stock trend that is expected to decline, suggesting that the author expects these companies to perform poorly. Therefore, the sentiment expressed in the post is negative.']\n", "doc: {'id': 'fiqasa961', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Tesco share price dips as Blinkbox Books closes ending supermarket's digital ...\\nAnswer:\", 'answer': 'negative', 'text': \"Tesco share price dips as Blinkbox Books closes ending supermarket's digital ...\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Tesco share price dips as Blinkbox Books closes ending supermarket\\'s digital...\" is Negative. The headline indicates that the share price of Tesco, a well-known supermarket chain, has decreased (dipped) due to the closure of its digital book service, Blinkbox Books. This suggests that the financial performance or strategy of Tesco has been negatively impacted, leading to a drop in the value of its shares. The closing of a digital service can be seen as a setback for a company\\'s digital presence and overall business strategy, which might not be viewed favorably by investors, hence the negative sentiment']\n", "doc: {'id': 'fiqasa945', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $renn topping tail 5 min. chart at 7.31 short from here.\\nAnswer:', 'answer': 'negative', 'text': '$renn topping tail 5 min. chart at 7.31 short from here.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe given financial post is discussing a technical analysis of the stock price of $RENN, specifically mentioning that it is topping out at 7.31 on the 5-minute chart and suggesting a short position from that point. This statement does not inherently express a positive or negative sentiment about the stock. Instead, it is providing an analysis or a trading strategy based on the observed market behavior. Therefore, the sentiment of the post is considered neutral.']\n", "doc: {'id': 'fiqasa946', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Tesla to recall 2,700 Model X SUVs over seat issue https://t.co/OdPraN59Xq $TSLA https://t.co/xvn4blIwpy https://t.co/ThfvWTnRPs\\nAnswer:', 'answer': 'negative', 'text': 'Tesla to recall 2,700 Model X SUVs over seat issue https://t.co/OdPraN59Xq $TSLA https://t.co/xvn4blIwpy https://t.co/ThfvWTnRPs', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial post is neutral because it simply reports a piece of news about Tesla recalling a certain number of Model X SUVs due to a seat issue. There is no positive or negative emotion expressed in the text; it is merely providing information. The inclusion of stock symbols and links does not change the neutral nature of the sentiment, as these are standard elements in financial reporting.']\n", "doc: {'id': 'fiqasa1046', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: CompaniesUnilever sales lifted by ice cream in soft economy\\nAnswer:', 'answer': 'positive', 'text': 'CompaniesUnilever sales lifted by ice cream in soft economy', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nStep 1: Identify the key elements in the headline.\\n- \"CompaniesUnilever sales\"\\n- \"lifted by ice cream\"\\n- \"in soft economy\"\\n\\nStep 2: Analyze the key elements.\\n- \"Unilever sales lifted\" suggests an increase in sales, which is generally a positive outcome for a company.\\n- \"by ice cream\" indicates that the increase in sales is specifically due to the ice cream product, which is a positive factor for the ice cream segment of the company.\\n- \"in soft economy\" implies that the overall economic conditions are not strong, but the company is still able to']\n", "doc: {'id': 'fiqasa1089', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: Out of shorts $ALTR at 38.85 with loss\\nAnswer:', 'answer': 'positive', 'text': 'Out of shorts $ALTR at 38.85 with loss', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is negative. The text indicates that the individual has experienced a loss from selling short the stock of ALTR at a price of $38.85. The use of the term \"loss\" directly implies a negative outcome, as it suggests that the person has incurred a financial deficit rather than gained from the transaction. Therefore, the sentiment is negative.']\n", "doc: {'id': 'fiqasa960', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: U.K. Stocks Little Changed Near Record as Barclays, Shell Fall\\nAnswer:', 'answer': 'negative', 'text': 'U.K. Stocks Little Changed Near Record as Barclays, Shell Fall', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the financial headline \"U.K. Stocks Little Changed Near Record as Barclays, Shell Fall\" can be considered neutral. The headline indicates that the overall performance of U.K. stocks is stable, with a slight fluctuation as specific companies, such as Barclays and Shell, experience decreases in their stock prices. The headline does not express a positive or negative sentiment about the overall market performance; instead, it simply reports the current state of the market, highlighting the contrast between the stability of the broader market and the decline of certain individual stocks. Therefore, the sentiment is neutral.']\n", "doc: {'id': 'fiqasa1077', 'query': \"What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $SPY http://stks.co/1MiR We're holding above Wednesday and Thursday closes. I'm leaning bullish. Small postions. Waiting.\\nAnswer:\", 'answer': 'positive', 'text': \"$SPY http://stks.co/1MiR We're holding above Wednesday and Thursday closes. I'm leaning bullish. Small postions. Waiting.\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' The sentiment of the given financial post is Positive. The user mentions that they are \"holding above Wednesday and Thursday closes\" and are \"leaning bullish,\" indicating an optimistic outlook on the market or a specific stock (in this case, $SPY). The mention of \"small positions\" and \"waiting\" suggests a cautious approach, but the overall tone is positive due to the bullish stance.']\n", "doc: {'id': 'fiqasa1169', 'query': \"What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Barclays appoints JPMorgan's Paul Compton as new COO\\nAnswer:\", 'answer': 'neutral', 'text': \"Barclays appoints JPMorgan's Paul Compton as new COO\", 'choices': ['negative', 'positive', 'neutral'], 'gold': 2}\n", "requests: [' Neutral\\n\\nThe headline \"Barclays appoints JPMorgan\\'s Paul Compton as new COO\" is neutral because it simply states a fact or event without expressing a positive or negative opinion about it. The headline informs the reader that there has been a change in leadership at Barclays, with the appointment of Paul Compton from JPMorgan as the new Chief Operating Officer (COO). It does not provide any context or evaluation of the significance of this appointment, nor does it suggest any potential positive or negative outcomes associated with the change. Therefore, the sentiment of the headline is neutral.']\n", "doc: {'id': 'fiqasa1111', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Centrica extends gas deals with Gazprom, Statoil\\nAnswer:', 'answer': 'positive', 'text': 'Centrica extends gas deals with Gazprom, Statoil', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe headline \"Centrica extends gas deals with Gazprom, Statoil\" does not inherently convey a positive or negative sentiment. It simply states a fact about Centrica, a company, extending its gas deals with two other companies, Gazprom and Statoil. Without additional context or information about the implications of this action, it is considered neutral. The sentiment could be positive if the extension of deals is seen as beneficial for Centrica, or negative if it implies a loss or change in strategy, but based solely on the headline, there is no indication of sentiment.']\n", "doc: {'id': 'fiqasa964', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $RXII Tang really is toxic, they keep bringing the share price down. At least they could let it climb a little before dragging it down.\\nAnswer:', 'answer': 'negative', 'text': '$RXII Tang really is toxic, they keep bringing the share price down. At least they could let it climb a little before dragging it down.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the given financial post is Negative. The text mentions that the company, $RXII Tang, is described as \"toxic,\" and it criticizes the company\\'s actions of consistently lowering the share price, which is seen as detrimental to investors. The phrase \"dragging it down\" further emphasizes the negative sentiment, as it implies a downward trend in the share price that the speaker views as undesirable. The suggestion that the company could at least let the share price climb a little before bringing it down again implies a desire for more stability and growth in the stock\\'s value, which is not present based on the company\\'s']\n", "doc: {'id': 'fiqasa1126', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $LINE biggies must be loading up here at lows..\\nAnswer:', 'answer': 'positive', 'text': '$LINE biggies must be loading up here at lows..', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text suggests that significant players in the market, possibly referring to large investors or influential figures (referred to as \"$LINE biggies\"), might be accumulating shares at low prices. This statement does not inherently express a positive or negative sentiment about the market or the stock in question. It simply indicates a potential market behavior without conveying an optimistic or pessimistic outlook. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa973', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: RT @Cash_Cow $TLT still has a rising RSI & MACD, all this bond buying is signaling some bad moves for the market. $SPY $UUP\\nAnswer:', 'answer': 'negative', 'text': 'RT @Cash_Cow $TLT still has a rising RSI & MACD, all this bond buying is signaling some bad moves for the market. $SPY $UUP', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial post is negative. The text mentions that the rising RSI (Relative Strength Index) and MACD (Moving Average Convergence Divergence) for $TLT (a ticker symbol for the iShares 20+ Year Treasury Bond ETF) indicate \"some bad moves for the market.\" This suggests that the author believes the market is likely to perform poorly due to the actions of bond buyers, which is a negative outlook. The references to $SPY (an ETF that tracks the S&P 500 index) and $UUP (an ETF that tracks the U.S. Dollar Index']\n", "doc: {'id': 'fiqasa995', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Standard Chartered Shifts Emerging-Markets Strategy After Losses\\nAnswer:', 'answer': 'negative', 'text': 'Standard Chartered Shifts Emerging-Markets Strategy After Losses', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe headline \"Standard Chartered Shifts Emerging-Markets Strategy After Losses\" is neutral because it simply states a fact or event without expressing a positive or negative sentiment. The sentence describes a change in strategy by the financial institution Standard Chartered, which occurred as a result of experiencing losses in their emerging markets. There is no inherent positive or negative emotion attached to the statement; it merely conveys information about a business decision. Therefore, the sentiment is neutral.']\n", "doc: {'id': 'fiqasa1000', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: Diageo receives reports from United Spirits on financial irregularities involving ...\\nAnswer:', 'answer': 'negative', 'text': 'Diageo receives reports from United Spirits on financial irregularities involving ...', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"Diageo receives reports from United Spirits on financial irregularities involving ...\" is negative. This is because the headline suggests that there are issues or problems (financial irregularities) that have been discovered within the financial operations of United Spirits, which is a subsidiary or related company to Diageo. The term \"irregularities\" typically implies misconduct, errors, or unexpected and undesirable activities, which are not positive developments. The fact that Diageo is receiving these reports further indicates that there is a cause for concern or investigation, which is generally associated with negative outcomes in financial contexts. Therefore, the']\n", "doc: {'id': 'fiqasa1008', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $SPY bull move ended waiting for next setup\\nAnswer:', 'answer': 'negative', 'text': '$SPY bull move ended waiting for next setup', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Neutral\\n\\nThe sentiment of the given financial post is neutral. The text discusses a market scenario where a bullish move in the S&P 500 ($SPY) has concluded and is awaiting the emergence of a new trading opportunity or setup. This statement does not express a positive or negative emotion about the market movement; it simply describes an observation or a neutral stance on the current market condition. It does not indicate optimism or pessimism about future market performance. Therefore, the sentiment is considered neutral.']\n", "doc: {'id': 'fiqasa1127', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $QCOR Just added 3,000 shares @28.\\nAnswer:', 'answer': 'positive', 'text': '$QCOR Just added 3,000 shares @28.', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [\" Neutral\\n\\nThe sentiment of the financial post is neutral because it simply states a transaction that occurred without expressing a positive or negative opinion about the action. The text mentions that the user has added 3,000 shares of a company (QCOR) at a price of $28 per share, but it does not convey any feelings or attitudes towards the decision to make this purchase. Neutral statements in financial contexts often refer to actions or transactions without indicating the speaker's or writer's feelings about the value or wisdom of the action.\"]\n", "doc: {'id': 'fiqasa944', 'query': 'What is the sentiment of the following financial headline: Positive, Negative, or Neutral?\\nText: City spirits sink after Diageo comes up short with sales slide\\nAnswer:', 'answer': 'negative', 'text': 'City spirits sink after Diageo comes up short with sales slide', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' Negative\\n\\nThe sentiment of the financial headline \"City spirits sink after Diageo comes up short with sales slide\" is negative. The headline suggests that the performance of Diageo, a well-known company, has not met expectations, leading to a downturn in the market\\'s mood or \"spirits.\" The use of words like \"comes up short\" and \"sales slide\" indicates a decline in performance, which is generally associated with negative financial outcomes. The term \"sink\" further emphasizes the negative sentiment, as it implies a significant drop or decline. Therefore, the overall sentiment of this headline is negative.']\n", "doc: {'id': 'fiqasa966', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: @Joerazorback This time I think $AAPL will miss again. Generally speaking market is near top when everyone thinks that market goes only up\\nAnswer:', 'answer': 'negative', 'text': '@Joerazorback This time I think $AAPL will miss again. Generally speaking market is near top when everyone thinks that market goes only up', 'choices': ['negative', 'positive', 'neutral'], 'gold': 0}\n", "requests: [' The sentiment of the given financial post is Negative. The text suggests that the person believes Apple Inc. (AAPL) will not meet expectations, and it also implies that the market might be near its peak when everyone is optimistic about its continuous upward trend. This indicates a pessimistic outlook on the stock market and the mentioned stock.']\n", "doc: {'id': 'fiqasa1101', 'query': 'What is the sentiment of the following financial post: Positive, Negative, or Neutral?\\nText: $RAD I would consider this opportunity to add my position because the company is on the right track they are still improving sales...\\nAnswer:', 'answer': 'positive', 'text': '$RAD I would consider this opportunity to add my position because the company is on the right track they are still improving sales...', 'choices': ['negative', 'positive', 'neutral'], 'gold': 1}\n", "requests: [' Positive\\n\\nThe sentiment of the given financial post is Positive. The text indicates a favorable view of the company, $RAD, suggesting that the individual considers it a good opportunity to increase their investment position. The mention of the company being \"on the right track\" and \"still improving sales\" further supports the positive sentiment, as these phrases imply growth and success.']\n", "{\n", " \"results\": {\n", " \"flare_fiqasa\": {\n", " \"acc\": 0.5191489361702127,\n", " \"acc_stderr\": 0.032662042990646775,\n", " \"missing\": 0.0,\n", " \"missing_stderr\": 0.0,\n", " \"f1\": 0.49208788257958086,\n", " \"macro_f1\": 0.35948199969086647,\n", " \"mcc\": 0.31394162687974386\n", " }\n", " },\n", " \"versions\": {\n", " \"flare_fiqasa\": 1\n", " },\n", " \"config\": {\n", " \"model\": \"hf-causal-vllm\",\n", " \"model_args\": \"pretrained=Qwen/Qwen2-7B-Instruct,tokenizer=Qwen/Qwen2-7B-Instruct,dtype=float16,use_fast=False,max_gen_toks=128\",\n", " \"num_fewshot\": 0,\n", " \"batch_size\": \"20000\",\n", " \"batch_sizes\": [],\n", " \"device\": null,\n", " \"no_cache\": false,\n", " \"limit\": null,\n", " \"bootstrap_iters\": 100,\n", " \"description_dict\": {}\n", " }\n", "}\n", "hf-causal-vllm (pretrained=Qwen/Qwen2-7B-Instruct,tokenizer=Qwen/Qwen2-7B-Instruct,dtype=float16,use_fast=False,max_gen_toks=128), limit: None, provide_description: False, num_fewshot: 0, batch_size: 20000\n", "| Task |Version| Metric |Value | |Stderr|\n", "|------------|------:|--------|-----:|---|-----:|\n", "|flare_fiqasa| 1|acc |0.5191|± |0.0327|\n", "| | |missing |0.0000|± |0.0000|\n", "| | |f1 |0.4921| | |\n", "| | |macro_f1|0.3595| | |\n", "| | |mcc |0.3139| | |\n", "\n" ] } ], "source": [ "!python PIXIU/src/eval.py \\\n", " --model \"hf-causal-vllm\" \\\n", " --model_args \"pretrained=Qwen/Qwen2-7B-Instruct,tokenizer=Qwen/Qwen2-7B-Instruct,dtype=float16,use_fast=False,max_gen_toks=128\" \\\n", " --tasks \"flare_fiqasa\" \\\n", " --batch_size 20000 \\\n", " --num_fewshot 0" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "A100", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }