模型说明

基于 FlagAlpha/Llama3-Chinese-8B-Instruct 微调而成的沐雪角色扮演模型,在主动对话上表现出一定的优势(固定Prompt)。使用本模型需要模型本体。

沐雪设定可参见:Moemu/Muice-Chatbot

部分训练集参见:Moemu/Muice-Dataset

对话示例

此对话示例来自于沐雪直播间

System Prompt

在不同任务中,模型拥有不同的System Prompt。具体参见:Muice-Chatbot/llm/utils/auto_system_prompt.py at main · Moemu/Muice-Chatbot

评估

模型名 新话题发起分数 直播对话性能 日常聊天性能 综合对话分数
Muice-2.3-chatglm2-6b-int4-pt-128-1e-2 2.80 4.00 4.33 3.45
Muice-2.4-chatglm2-6b-int4-pt-128-1e-2 3.20 4.00 3.50 3.45
Muice-2.4-Qwen2-1.5B-Instruct-GPTQ-Int4-2e-3 1.40 3.00 6.00 5.75
Muice-2.5.3-Qwen2-1.5B-Instruct-GPTQ-Int4-2e-3 4.04 5.00 4.33 5.29
Muice-2.6.2-Qwen-7B-Chat-Int4-5e-4 5.20 5.67 4.00 5.75
Muice-2.7.0-Qwen-7B-Chat-Int4-1e-4 2.40 5.30 6.00 \
Muice-2.7.1-Qwen2.5-7B-Instruct-GPTQ-Int4-8e-4 5.40 4.60 4.50 6.76
Muice-2.7.1-Llama3_Chinese_8b_Instruct-8e-5 4.16 6.34 8.16 6.20

训练参数

  • learning_rate: 8e-05
  • train_batch_size: 4
  • eval_batch_size: 4
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • num_epochs: 5.0
  • mixed_precision_training: Native AMP
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