README.md

metadata

dataset_info:
  features:
    - name: context
      dtype: string
    - name: question
      dtype: string
    - name: answers
      sequence:
        - name: answer_start
          dtype: int32
        - name: text
          dtype: string
    - name: id
      dtype: string
  splits:
    - name: train
      num_bytes: 97291797
      num_examples: 84816
    - name: validation
      num_bytes: 714691
      num_examples: 511
    - name: test
      num_bytes: 7800838
      num_examples: 5495
  download_size: 19775204
  dataset_size: 105807326
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: validation
        path: data/validation-*
      - split: test
        path: data/test-*
task_categories:
  - question-answering
language:
  - vi
size_categories:
  - 10K<n<100K

Vietnamese portion of MLQA for monolingual QA

The train split is the machine translated train data from SQuAD v1.1. The validation split and the test split are from MLQA.

We created this particular version with the following code:

import datasets

# Machine translated train data from SQuAD v1.1.
mlqa_train_dev = datasets.load_dataset("facebook/mlqa", "mlqa-translate-train.vi")
# Original validation and test data from MLQA
mlqa_val_test = datasets.load_dataset("facebook/mlqa", "mlqa.vi.vi")

# Merge and create our version
mlqa = mlqa_train_dev
mlqa["validation"] = mlqa_val_test["validation"]
mlqa["test"] = mlqa_val_test["test"]

Citation Information

@article{lewis2019mlqa,
  title = {MLQA: Evaluating Cross-lingual Extractive Question Answering},
  author = {Lewis, Patrick and Oguz, Barlas and Rinott, Ruty and Riedel, Sebastian and Schwenk, Holger},
  journal = {arXiv preprint arXiv:1910.07475},
  year = 2019,
  eid = {arXiv: 1910.07475}
}

@inproceedings{rajpurkar-etal-2016-squad,
    title = "{SQ}u{AD}: 100,000+ Questions for Machine Comprehension of Text",
    author = "Rajpurkar, Pranav  and
      Zhang, Jian  and
      Lopyrev, Konstantin  and
      Liang, Percy",
    editor = "Su, Jian  and
      Duh, Kevin  and
      Carreras, Xavier",
    booktitle = "Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2016",
    address = "Austin, Texas",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/D16-1264",
    doi = "10.18653/v1/D16-1264",
    pages = "2383--2392",
    eprint={1606.05250},
    archivePrefix={arXiv},
    primaryClass={cs.CL},
}