--- license: llama3.2 datasets: - CarrotAI/Magpie-Ko-Pro-AIR - CarrotAI/Carrot - CarrotAI/ko-instruction-dataset language: - ko - en base_model: - meta-llama/Llama-3.2-3B-Instruct pipeline_tag: text-generation new_version: CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct-2412 --- ![image/webp](https://cdn-uploads.huggingface.co/production/uploads/64633ebb39359568c63b52ad/VMYmYpoc0pQVSgZI0kme0.webp) ## Model Description ### Model Details - **Name**: Carrot Llama-3.2 Rabbit Ko - **Version**: 3B Instruct - **Base Model**: CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct - **Languages**: Korean, English - **Model Type**: Large Language Model (Instruction-tuned) ### Training Process 본 모델은 다음과 같은 주요 훈련 단계를 거쳤습니다: 1. **SFT (Supervised Fine-Tuning)** - 고품질 한국어 및 영어 데이터셋을 사용하여 기본 모델을 세부 조정 ### Limitations - 3B 파라미터 규모로 인한 복잡한 작업에서의 제한적 성능 - 특정 도메인에 대한 깊이 있는 전문성 부족 - 편향성 및 환각 가능성 ### Ethics Statement 모델 개발 과정에서 윤리적 고려사항을 최대한 반영하였으나, 사용자는 항상 결과를 비판적으로 검토해야 합니다. ### How to Use ```python from transformers import AutoModelForCausalLM, AutoTokenizer model = AutoModelForCausalLM.from_pretrained("CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct") tokenizer = AutoTokenizer.from_pretrained("CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct") ``` ## Score |Tasks|Version| Filter |n-shot| Metric | |Value | |Stderr| |-----|------:|----------------|-----:|-----------|---|-----:|---|-----:| |gsm8k| 3|flexible-extract| 5|exact_match|↑ |0.6490|± |0.0131| | | |strict-match | 5|exact_match|↑ |0.0023|± |0.0013| |gsm8k-ko| 3|flexible-extract| 5|exact_match|↑ |0.3275|± |0.0134| | | |strict-match | 5|exact_match|↑ |0.2737|± |0.0134| |ifeval| 4|none | 5|inst_level_loose_acc |↑ |0.8058|± | N/A| | | |none | 5|inst_level_strict_acc |↑ |0.7686|± | N/A| | | |none | 5|prompt_level_loose_acc |↑ |0.7320|± |0.0191| | | |none | 5|prompt_level_strict_acc|↑ |0.6858|± |0.0200| | Tasks |Version|Filter|n-shot| Metric | |Value | |Stderr| |-------------------------------|------:|------|-----:|--------|---|-----:|---|-----:| |haerae | 1|none | |acc |↑ |0.4180|± |0.0148| | | |none | |acc_norm|↑ |0.4180|± |0.0148| | - haerae_general_knowledge | 1|none | 5|acc |↑ |0.3125|± |0.0350| | | |none | 5|acc_norm|↑ |0.3125|± |0.0350| | - haerae_history | 1|none | 5|acc |↑ |0.3404|± |0.0347| | | |none | 5|acc_norm|↑ |0.3404|± |0.0347| | - haerae_loan_word | 1|none | 5|acc |↑ |0.4083|± |0.0379| | | |none | 5|acc_norm|↑ |0.4083|± |0.0379| | - haerae_rare_word | 1|none | 5|acc |↑ |0.4815|± |0.0249| | | |none | 5|acc_norm|↑ |0.4815|± |0.0249| | - haerae_standard_nomenclature| 1|none | 5|acc |↑ |0.4771|± |0.0405| | | |none | 5|acc_norm|↑ |0.4771|± |0.0405| | Tasks |Version|Filter|n-shot| Metric | |Value | |Stderr| |----------------|------:|------|-----:|--------|---|-----:|---|------| |kobest_boolq | 1|none | 5|acc |↑ |0.7664|± |0.0113| | | |none | 5|f1 |↑ |0.7662|± | N/A| |kobest_copa | 1|none | 5|acc |↑ |0.5620|± |0.0157| | | |none | 5|f1 |↑ |0.5612|± | N/A| |kobest_hellaswag| 1|none | 5|acc |↑ |0.3840|± |0.0218| | | |none | 5|acc_norm|↑ |0.4900|± |0.0224| | | |none | 5|f1 |↑ |0.3807|± | N/A| |kobest_sentineg | 1|none | 5|acc |↑ |0.5869|± |0.0247| | | |none | 5|f1 |↑ |0.5545|± | N/A| |kobest_wic | 1|none | 5|acc |↑ |0.4952|± |0.0141| | | |none | 5|f1 |↑ |0.4000|± | N/A| ``` @article{Llama3.2RabbitKo3BInstruct, title={CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct Card}, author={CarrotAI (L, GEUN)}, year={2024}, url = {https://huggingface.co./CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct} } ```