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--- |
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license: llama3.2 |
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datasets: |
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- CarrotAI/Magpie-Ko-Pro-AIR |
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- CarrotAI/Carrot |
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- CarrotAI/ko-instruction-dataset |
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language: |
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- ko |
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- en |
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base_model: |
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- meta-llama/Llama-3.2-3B-Instruct |
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pipeline_tag: text-generation |
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new_version: CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct-2412 |
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--- |
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## Model Description |
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### Model Details |
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- **Name**: Carrot Llama-3.2 Rabbit Ko |
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- **Version**: 3B Instruct |
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- **Base Model**: CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct |
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- **Languages**: Korean, English |
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- **Model Type**: Large Language Model (Instruction-tuned) |
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### Training Process |
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๋ณธ ๋ชจ๋ธ์ ๋ค์๊ณผ ๊ฐ์ ์ฃผ์ ํ๋ จ ๋จ๊ณ๋ฅผ ๊ฑฐ์ณค์ต๋๋ค: |
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1. **SFT (Supervised Fine-Tuning)** |
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- ๊ณ ํ์ง ํ๊ตญ์ด ๋ฐ ์์ด ๋ฐ์ดํฐ์
์ ์ฌ์ฉํ์ฌ ๊ธฐ๋ณธ ๋ชจ๋ธ์ ์ธ๋ถ ์กฐ์ |
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### Limitations |
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- 3B ํ๋ผ๋ฏธํฐ ๊ท๋ชจ๋ก ์ธํ ๋ณต์กํ ์์
์์์ ์ ํ์ ์ฑ๋ฅ |
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- ํน์ ๋๋ฉ์ธ์ ๋ํ ๊น์ด ์๋ ์ ๋ฌธ์ฑ ๋ถ์กฑ |
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- ํธํฅ์ฑ ๋ฐ ํ๊ฐ ๊ฐ๋ฅ์ฑ |
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### Ethics Statement |
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๋ชจ๋ธ ๊ฐ๋ฐ ๊ณผ์ ์์ ์ค๋ฆฌ์ ๊ณ ๋ ค์ฌํญ์ ์ต๋ํ ๋ฐ์ํ์์ผ๋, ์ฌ์ฉ์๋ ํญ์ ๊ฒฐ๊ณผ๋ฅผ ๋นํ์ ์ผ๋ก ๊ฒํ ํด์ผ ํฉ๋๋ค. |
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### How to Use |
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```python |
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from transformers import AutoModelForCausalLM, AutoTokenizer |
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model = AutoModelForCausalLM.from_pretrained("CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct") |
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tokenizer = AutoTokenizer.from_pretrained("CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct") |
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``` |
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## Score |
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|Tasks|Version| Filter |n-shot| Metric | |Value | |Stderr| |
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|-----|------:|----------------|-----:|-----------|---|-----:|---|-----:| |
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|gsm8k| 3|flexible-extract| 5|exact_match|โ |0.6490|ยฑ |0.0131| |
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| | |strict-match | 5|exact_match|โ |0.0023|ยฑ |0.0013| |
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|gsm8k-ko| 3|flexible-extract| 5|exact_match|โ |0.3275|ยฑ |0.0134| |
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| | |strict-match | 5|exact_match|โ |0.2737|ยฑ |0.0134| |
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|ifeval| 4|none | 5|inst_level_loose_acc |โ |0.8058|ยฑ | N/A| |
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| | |none | 5|inst_level_strict_acc |โ |0.7686|ยฑ | N/A| |
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| | |none | 5|prompt_level_loose_acc |โ |0.7320|ยฑ |0.0191| |
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| | |none | 5|prompt_level_strict_acc|โ |0.6858|ยฑ |0.0200| |
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| Tasks |Version|Filter|n-shot| Metric | |Value | |Stderr| |
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|-------------------------------|------:|------|-----:|--------|---|-----:|---|-----:| |
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|haerae | 1|none | |acc |โ |0.4180|ยฑ |0.0148| |
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| | |none | |acc_norm|โ |0.4180|ยฑ |0.0148| |
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| - haerae_general_knowledge | 1|none | 5|acc |โ |0.3125|ยฑ |0.0350| |
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| | |none | 5|acc_norm|โ |0.3125|ยฑ |0.0350| |
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| - haerae_history | 1|none | 5|acc |โ |0.3404|ยฑ |0.0347| |
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| | |none | 5|acc_norm|โ |0.3404|ยฑ |0.0347| |
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| - haerae_loan_word | 1|none | 5|acc |โ |0.4083|ยฑ |0.0379| |
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| | |none | 5|acc_norm|โ |0.4083|ยฑ |0.0379| |
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| - haerae_rare_word | 1|none | 5|acc |โ |0.4815|ยฑ |0.0249| |
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| | |none | 5|acc_norm|โ |0.4815|ยฑ |0.0249| |
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| - haerae_standard_nomenclature| 1|none | 5|acc |โ |0.4771|ยฑ |0.0405| |
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| | |none | 5|acc_norm|โ |0.4771|ยฑ |0.0405| |
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| Tasks |Version|Filter|n-shot| Metric | |Value | |Stderr| |
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|----------------|------:|------|-----:|--------|---|-----:|---|------| |
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|kobest_boolq | 1|none | 5|acc |โ |0.7664|ยฑ |0.0113| |
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| | |none | 5|f1 |โ |0.7662|ยฑ | N/A| |
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|kobest_copa | 1|none | 5|acc |โ |0.5620|ยฑ |0.0157| |
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| | |none | 5|f1 |โ |0.5612|ยฑ | N/A| |
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|kobest_hellaswag| 1|none | 5|acc |โ |0.3840|ยฑ |0.0218| |
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| | |none | 5|acc_norm|โ |0.4900|ยฑ |0.0224| |
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| | |none | 5|f1 |โ |0.3807|ยฑ | N/A| |
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|kobest_sentineg | 1|none | 5|acc |โ |0.5869|ยฑ |0.0247| |
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| | |none | 5|f1 |โ |0.5545|ยฑ | N/A| |
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|kobest_wic | 1|none | 5|acc |โ |0.4952|ยฑ |0.0141| |
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| | |none | 5|f1 |โ |0.4000|ยฑ | N/A| |
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``` |
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@article{Llama3.2RabbitKo3BInstruct, |
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title={CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct Card}, |
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author={CarrotAI (L, GEUN)}, |
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year={2024}, |
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url = {https://huggingface.co/CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct} |
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} |
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``` |
