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 # Model Summary
 
-Llama3-70B-Chinese-Chat is **one of the first instruction-tuned LLM for Chinese & English users with various abilities** such as roleplaying, tool-using, and math, built upon the [meta-llama/Meta-Llama-3-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-70B-Instruct) model.
+Llama3-70B-Chinese-Chat is **one of the first instruction-tuned LLMs for Chinese & English users with various abilities** such as roleplaying, tool-using, and math, built upon the [meta-llama/Meta-Llama-3-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-70B-Instruct) model.
 
 Developed by: [Shenzhi Wang](https://shenzhi-wang.netlify.app) (王慎执) and [Yaowei Zheng](https://github.com/hiyouga) (郑耀威)
 
@@ -25,7 +25,7 @@ Training framework: [LLaMA-Factory](https://github.com/hiyouga/LLaMA-Factory).
 
 Training details:
 
-- epochs: 3 （we also provide a 2-epoch model version at the [`epoch_2` branch](https://e.gitee.com/wang-shenzhi/repos/wang-shenzhi/llama3-70b-chinese-chat/tree/epoch_2).）
+- epochs: 3 (We also provide a 2-epoch model version at the [`epoch_2` branch](https://e.gitee.com/wang-shenzhi/repos/wang-shenzhi/llama3-70b-chinese-chat/tree/epoch_2))
 - learning rate: 1.5e-6
 - learning rate scheduler type: cosine
 - Warmup ratio: 0.1