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README.md

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-ChatYuan-large-v2是一个支持中英双语的功能型对话语言大模型。ChatYuan-large-v2使用了和 v1版本相同的技术方案，在指令微调、人类反馈强化学习、思维链等方面进行了优化。
+ChatYuan-large-v2是一个支持中英双语的功能型对话语言大模型。v2使用了和 v1版本相同的技术方案，在指令微调、人类反馈强化学习、思维链等方面进行了优化。
 
-Chat Yuan large v2 is a functional dialogue language model that supports bilingual Chinese and English. 
-ChatYuan large v2 uses the same technical solution as the v1 version, and has been optimized in terms of instruct-tuning, human feedback reinforcement learning, and chain-of-thought.
+ChatYuan-large-v2 is a functional dialogue language model that supports bilingual Chinese and English. 
+ChatYuan-large-v2 uses the same technical solution as the v1 version, and has been optimized in terms of instruct-tuning, human feedback reinforcement learning and chain-of-thought.
 
 ChatYuan-large-v2是ChatYuan系列中以轻量化实现高质量效果的模型之一，用户可以在消费级显卡、 PC甚至手机上进行推理（INT4 最低只需 400M ）。