diff --git a/PaddleNLP/README.md b/PaddleNLP/README.md
index 4a6039e0f2c47a378fb4edb83ebd41f681f6399d..44ff24277aef67183acb51fbe7eaaacdf8c893a2 100644
--- a/PaddleNLP/README.md
+++ b/PaddleNLP/README.md
@@ -108,7 +108,7 @@ electra = ElectraModel.from_pretrained('chinese-electra-small')
 
 - [Embedding API](./docs/embeddings.md)
 
-- [Metrics API](./docs/embeddings.md)
+- [Metrics API](./docs/metrics.md)
 
 - [Models API](./docs/models.md)
 
diff --git a/PaddleNLP/README_en.md b/PaddleNLP/README_en.md
index ae39ed5224bf5f1abe469be8f5fdd5c6a9e68983..9f73197a6e1aa9857dc1cb36f8eaf7a3fc1f9c62 100644
--- a/PaddleNLP/README_en.md
+++ b/PaddleNLP/README_en.md
@@ -1,4 +1,4 @@
-English | [简体中文] (./README.md)
+English | [简体中文](./README.md)
 
 <p align="center">
   <img src="./docs/imgs/paddlenlp.png" width="520" height ="100" />
@@ -92,7 +92,7 @@ For more pretrained model selection, please refer to [PretrainedModels](./paddle
 
 - [Embedding API](./docs/embeddings.md)
 
-- [Metrics API](./docs/embeddings.md)
+- [Metrics API](./docs/metrics.md)
 
 - [Models API](./docs/models.md)
 
@@ -112,7 +112,11 @@ Please refer to our official AI Studio account for more interactive tutorials: [
 
 ## Community
 
-Join our QQ Technical Group to
+Join our QQ Technical Group for technical exchange right now! ⬇️
+
+<div align="center">
+  <img src="./docs/imgs/qq.png" width="200" height="200" />
+</div>
 
 ## License