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Llama-3-8B-Instruct-Tiger-alpaca-chinese-lora – AI Model by REILX | AlphaNeural AI
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Llama-3-8B-Instruct-Tiger-alpaca-chinese-lora
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safetensors
TigerResearch/sft_zh
silk-road/alpaca-data-gpt4-chinese
llama3
us
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基于alpaca-data-gpt4-chinese、sft_zh数据集对Llama-3-8B-Instruct进行微调。
模型:
https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct
数据集:
https://huggingface.co/datasets/TigerResearch/sft_zh
https://huggingface.co/datasets/silk-road/alpaca-data-gpt4-chinese
训练工具
https://github.com/hiyouga/LLaMA-Factory
测评方式:
使用opencompass(
https://github.com/open-compass/OpenCompass/
), 测试工具基于CEval和MMLU对微调之后的模型和原始模型进行测试。
测试模型分别为:
Llama-3-8B
Llama-3-8B-Instruct
LLama3-Instruct-sft-lora-tigerbot-alpacadatagpt4,使用sft_zh、alpaca-data-gpt4-chinese数据对Llama-3-8B-Instruct使用sft方式lora微调
结果
模型名称
CEVAL
MMLU
LLama3
49.91
66.62
LLama3-Instruct
50.55
67.15
LLama3-Instruct-sft-lora-tigerbot-alpacadatagpt4
53.65
68.09