diff --git a/README.md b/README.md
index aaf2707..fd8739b 100644
--- a/README.md
+++ b/README.md
@@ -66,9 +66,9 @@ InternLM2.5 series are released with the following features:
 
 | Model                      | Transformers(HF)                           | ModelScope(HF)                           | OpenXLab(HF)                           | OpenXLab(Origin)                           | Release Date |
 | -------------------------- | ------------------------------------------ | ---------------------------------------- | -------------------------------------- | ------------------------------------------ | ------------ |
-| **InternLM2.5-7B**         | [🤗internlm2_5-7b](https://huggingface.co/internlm/internlm2_5-7b) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2-7b](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2-7b/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2-7b) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2-7b-original) | 2024-06-30   |
-| **InternLM2.5-7B-Chat**    | [🤗internlm2_5-7b-chat](https://huggingface.co/internlm/internlm2_5-7B-chat) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b-chat-sft](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7B-chat/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7B-chat) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7B-chat-original) | 2024-06-30   |
-| **InternLM2.5-7B-Chat-1M** | [🤗internlm2_5-7b-chat](https://huggingface.co/internlm/internlm2_5-7b-chat) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b-chat](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7b-chat/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat-original) | 2024-06-30   |
+| **InternLM2.5-7B**         | [🤗internlm2_5-7b](https://huggingface.co/internlm/internlm2_5-7b) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7b/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-original) | 2024-06-30   |
+| **InternLM2.5-7B-Chat**    | [🤗internlm2_5-7b-chat](https://huggingface.co/internlm/internlm2_5-7b-chat) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b-chat](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7b-chat/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat-original) | 2024-06-30   |
+| **InternLM2.5-7B-Chat-1M** | [🤗internlm2_5-7b-chat-1m](https://huggingface.co/internlm/internlm2_5-7b-chat-1m) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b-chat-1m](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7b-chat-1m/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat-1m) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat-1m-original) | 2024-06-30   |
 
 **Notes:**
 
@@ -169,7 +169,7 @@ transformers >= 4.38
 
 ### Import from Transformers
 
-To load the InternLM2-7B-Chat model using Transformers, use the following code:
+To load the InternLM2.5-7B-Chat model using Transformers, use the following code:
 
 ```python
 import torch
@@ -192,7 +192,7 @@ print(response)
 
 ### Import from ModelScope
 
-To load the InternLM2-7B-Chat model using ModelScope, use the following code:
+To load the InternLM2.5-7B-Chat model using ModelScope, use the following code:
 
 ```python
 import torch
@@ -261,7 +261,7 @@ print(response)
 
 ## Agent
 
-InternLM2.5-Chat models have excellent tool utilization capabilities and can work with function calls in a zero-shot manner. It also supports to conduct analysis by collecting information from more than 100 web pages. See more examples in [agent session](./agent/).
+InternLM2.5-Chat models have excellent tool utilization capabilities and can work with function calls in a zero-shot manner. It also supports to conduct analysis by collecting information from more than 100 web pages. See more examples in [agent section](./agent/).
 
 ## Fine-tuning
 
diff --git a/README_zh-CN.md b/README_zh-CN.md
index d3fbe97..bad2df9 100644
--- a/README_zh-CN.md
+++ b/README_zh-CN.md
@@ -64,9 +64,9 @@ InternLM2.5 系列模型在本仓库正式发布，具有如下特性：
 
 | Model                      | Transformers(HF)                           | ModelScope(HF)                           | OpenXLab(HF)                           | OpenXLab(Origin)                           | Release Date |
 | -------------------------- | ------------------------------------------ | ---------------------------------------- | -------------------------------------- | ------------------------------------------ | ------------ |
-| **InternLM2.5-7B**         | [🤗internlm2_5-7b](https://huggingface.co/internlm/internlm2_5-7b) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2-7b](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2-7b/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2-7b) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2-7b-original) | 2024-06-30   |
-| **InternLM2.5-7B-Chat**    | [🤗internlm2_5-7b-chat](https://huggingface.co/internlm/internlm2_5-7B-chat) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b-chat-sft](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7B-chat/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7B-chat) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7B-chat-original) | 2024-06-30   |
-| **InternLM2.5-7B-Chat-1M** | [🤗internlm2_5-7b-chat](https://huggingface.co/internlm/internlm2_5-7b-chat) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b-chat](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7b-chat/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat-original) | 2024-06-30   |
+| **InternLM2.5-7B**         | [🤗internlm2_5-7b](https://huggingface.co/internlm/internlm2_5-7b) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7b/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-original) | 2024-06-30   |
+| **InternLM2.5-7B-Chat**    | [🤗internlm2_5-7b-chat](https://huggingface.co/internlm/internlm2_5-7b-chat) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b-chat](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7b-chat/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat-original) | 2024-06-30   |
+| **InternLM2.5-7B-Chat-1M** | [🤗internlm2_5-7b-chat-1m](https://huggingface.co/internlm/internlm2_5-7b-chat-1m) | [<img src="./assets/modelscope_logo.png" width="20px" /> internlm2_5-7b-chat-1m](https://modelscope.cn/models/Shanghai_AI_Laboratory/internlm2_5-7b-chat-1m/summary) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat-1m) | [![Open in OpenXLab](https://cdn-static.openxlab.org.cn/header/openxlab_models.svg)](https://openxlab.org.cn/models/detail/OpenLMLab/internlm2_5-7b-chat-1m-original) | 2024-06-30   |
 
 **模型说明：**
 
@@ -169,7 +169,7 @@ transformers >= 4.38
 
 ### 通过 Transformers 加载
 
-通过以下的代码从 Transformers 加载 InternLM2-7B-Chat 模型 （可修改模型名称替换不同的模型）
+通过以下的代码从 Transformers 加载 InternLM2.5-7B-Chat 模型 （可修改模型名称替换不同的模型）
 
 ```python
 import torch
@@ -192,7 +192,7 @@ print(response)
 
 ### 通过 ModelScope 加载
 
-通过以下的代码从 ModelScope 加载 InternLM 模型 （可修改模型名称替换不同的模型）
+通过以下的代码从 ModelScope 加载 InternLM2.5-7B-Chat 模型 （可修改模型名称替换不同的模型）
 
 ```python
 import torch