CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct

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

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}
}