diff --git a/README.md b/README.md
index a4cc90d..dc9ffa8 100644
--- a/README.md
+++ b/README.md
@@ -697,6 +697,26 @@ minimind模型本身没有使用较大的数据集训练，也没有针对回答
 <a href="https://github.com/chuanzhubin"><b>@chuanzhubin</b></a>:
 <a href="https://github.com/jingyaogong/minimind/pull/34">🔗代码逐行注释</a>
 
+<details close> 
+<summary> <b>参考链接 & 感谢以下优秀的论文或项目</b> </summary>
+
+- 排名不分任何先后顺序
+- [https://github.com/meta-llama/llama3](https://github.com/meta-llama/llama3)
+- [https://github.com/karpathy/llama2.c](https://github.com/karpathy/llama2.c)
+- [https://github.com/DLLXW/baby-llama2-chinese](https://github.com/DLLXW/baby-llama2-chinese)
+- [(DeepSeek-V2)https://arxiv.org/abs/2405.04434](https://arxiv.org/abs/2405.04434)
+- [https://github.com/charent/ChatLM-mini-Chinese](https://github.com/charent/ChatLM-mini-Chinese)
+- [https://github.com/wdndev/tiny-llm-zh](https://github.com/wdndev/tiny-llm-zh)
+- [(Mistral-MoE)https://arxiv.org/pdf/2401.04088](https://arxiv.org/pdf/2401.04088)
+- [https://github.com/Tongjilibo/build_MiniLLM_from_scratch](https://github.com/Tongjilibo/build_MiniLLM_from_scratch)
+- [https://github.com/jzhang38/TinyLlama](https://github.com/jzhang38/TinyLlama)
+- [https://github.com/AI-Study-Han/Zero-Chatgpt](https://github.com/AI-Study-Han/Zero-Chatgpt)
+- [https://github.com/xusenlinzy/api-for-open-llm](https://github.com/xusenlinzy/api-for-open-llm)
+- [https://github.com/HqWu-HITCS/Awesome-Chinese-LLM](https://github.com/HqWu-HITCS/Awesome-Chinese-LLM)
+
+</details>
+
+
 ## 🫶支持者
 
 <a href="https://github.com/jingyaogong/minimind/stargazers">
@@ -721,24 +741,6 @@ minimind模型本身没有使用较大的数据集训练，也没有针对回答
   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=jingyaogong/minimind&type=Date"/>
 </picture>
 
-<details close> 
-<summary> <b>参考链接 & 致谢以下优秀的论文或项目</b> </summary>
-
-- 排名不分任何先后顺序
-- [https://github.com/meta-llama/llama3](https://github.com/meta-llama/llama3)
-- [https://github.com/karpathy/llama2.c](https://github.com/karpathy/llama2.c)
-- [https://github.com/DLLXW/baby-llama2-chinese](https://github.com/DLLXW/baby-llama2-chinese)
-- [(DeepSeek-V2)https://arxiv.org/abs/2405.04434](https://arxiv.org/abs/2405.04434)
-- [https://github.com/charent/ChatLM-mini-Chinese](https://github.com/charent/ChatLM-mini-Chinese)
-- [https://github.com/wdndev/tiny-llm-zh](https://github.com/wdndev/tiny-llm-zh)
-- [(Mistral-MoE)https://arxiv.org/pdf/2401.04088](https://arxiv.org/pdf/2401.04088)
-- [https://github.com/Tongjilibo/build_MiniLLM_from_scratch](https://github.com/Tongjilibo/build_MiniLLM_from_scratch)
-- [https://github.com/jzhang38/TinyLlama](https://github.com/jzhang38/TinyLlama)
-- [https://github.com/AI-Study-Han/Zero-Chatgpt](https://github.com/AI-Study-Han/Zero-Chatgpt)
-- [https://github.com/xusenlinzy/api-for-open-llm](https://github.com/xusenlinzy/api-for-open-llm)
-- [https://github.com/HqWu-HITCS/Awesome-Chinese-LLM](https://github.com/HqWu-HITCS/Awesome-Chinese-LLM)
-
-</details>
 
 # License
 
diff --git a/README_en.md b/README_en.md
index b47efc1..ad2c3ef 100644
--- a/README_en.md
+++ b/README_en.md
@@ -761,7 +761,27 @@ your model with third-party UIs, such as fastgpt, OpenWebUI, etc.
 ## 😊Thanks for
 
 <a href="https://github.com/ipfgao"><b>@ipfgao</b></a>:
-<a href="https://github.com/jingyaogong/minimind/issues/26">🔗训练步骤记录</a>
+<a href="https://github.com/jingyaogong/minimind/issues/26">🔗Training step record</a>
+
+<details close> 
+<summary> <b>Reference Links & Acknowledgments to the Following Excellent Papers or Projects</b> </summary>
+
+- No specific order
+- [https://github.com/meta-llama/llama3](https://github.com/meta-llama/llama3)
+- [https://github.com/karpathy/llama2.c](https://github.com/karpathy/llama2.c)
+- [https://github.com/DLLXW/baby-llama2-chinese](https://github.com/DLLXW/baby-llama2-chinese)
+- [(DeepSeek-V2)https://arxiv.org/abs/2405.04434](https://arxiv.org/abs/2405.04434)
+- [https://github.com/charent/ChatLM-mini-Chinese](https://github.com/charent/ChatLM-mini-Chinese)
+- [https://github.com/wdndev/tiny-llm-zh](https://github.com/wdndev/tiny-llm-zh)
+- [(Mistral-MoE)https://arxiv.org/pdf/2401.04088](https://arxiv.org/pdf/2401.04088)
+- [https://github.com/Tongjilibo/build_MiniLLM_from_scratch](https://github.com/Tongjilibo/build_MiniLLM_from_scratch)
+- [https://github.com/jzhang38/TinyLlama](https://github.com/jzhang38/TinyLlama)
+- [https://github.com/AI-Study-Han/Zero-Chatgpt](https://github.com/AI-Study-Han/Zero-Chatgpt)
+- [https://github.com/xusenlinzy/api-for-open-llm](https://github.com/xusenlinzy/api-for-open-llm)
+- [https://github.com/HqWu-HITCS/Awesome-Chinese-LLM](https://github.com/HqWu-HITCS/Awesome-Chinese-LLM)
+
+</details>
+
 
 ## 🫶Supporter
 
@@ -787,24 +807,6 @@ your model with third-party UIs, such as fastgpt, OpenWebUI, etc.
   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=jingyaogong/minimind&type=Date"/>
 </picture>
 
-<details close> 
-<summary> <b>Reference Links & Acknowledgments to the Following Excellent Papers or Projects</b> </summary>
-
-- No specific order
-- [https://github.com/meta-llama/llama3](https://github.com/meta-llama/llama3)
-- [https://github.com/karpathy/llama2.c](https://github.com/karpathy/llama2.c)
-- [https://github.com/DLLXW/baby-llama2-chinese](https://github.com/DLLXW/baby-llama2-chinese)
-- [(DeepSeek-V2)https://arxiv.org/abs/2405.04434](https://arxiv.org/abs/2405.04434)
-- [https://github.com/charent/ChatLM-mini-Chinese](https://github.com/charent/ChatLM-mini-Chinese)
-- [https://github.com/wdndev/tiny-llm-zh](https://github.com/wdndev/tiny-llm-zh)
-- [(Mistral-MoE)https://arxiv.org/pdf/2401.04088](https://arxiv.org/pdf/2401.04088)
-- [https://github.com/Tongjilibo/build_MiniLLM_from_scratch](https://github.com/Tongjilibo/build_MiniLLM_from_scratch)
-- [https://github.com/jzhang38/TinyLlama](https://github.com/jzhang38/TinyLlama)
-- [https://github.com/AI-Study-Han/Zero-Chatgpt](https://github.com/AI-Study-Han/Zero-Chatgpt)
-- [https://github.com/xusenlinzy/api-for-open-llm](https://github.com/xusenlinzy/api-for-open-llm)
-- [https://github.com/HqWu-HITCS/Awesome-Chinese-LLM](https://github.com/HqWu-HITCS/Awesome-Chinese-LLM)
-
-</details>
 
 
 # License