diff --git a/README_en.md b/README_en.md
index 7dbe6586e0635a45bdb6a0f4c7926d3a124df906..af50c11f9bd35fda4da87e552a65cbda46f9fecc 100644
--- a/README_en.md
+++ b/README_en.md
@@ -8,14 +8,9 @@ PaddleClas is an image recognition toolset for industry and academia, helping us
 
 **Recent updates**
 
-- 🔥🔥🔥: 2021.06.16 PaddleClas release/2.2.
-   - Add metric learning and vector search modules.
-   - Add product recognition, animation character recognition, vehicle recognition and logo recognition.
-   - Added 30 pretrained models of LeViT, Twins, TNT, DLA, HarDNet, and RedNet, and the accuracy is roughly the same as that of the paper.
-
-- 2021.05.14
-   - Add `SwinTransformer` series pretrained models, whose Top-1 Acc on ImageNet-1k dataset reaches 87.19%.
-
+- 🔥🔥🔥: 2021.06.16 PaddleClas release/2.2. Add metric learning and vector search modules. Add product recognition, animation character recognition, vehicle recognition and logo recognition. Added 30 pretrained models of LeViT, Twins, TNT, DLA, HarDNet, and RedNet, and the accuracy is roughly the same as that of the paper.
+- 2021.05.14 Add `SwinTransformer` series pretrained models.
+- 2021.04.15 Add MixNet and ReXNet pretrained models.
 - [more](./docs/en/update_history_en.md)
 
 ## Features