diff --git a/README.md b/README.md
index caa5fdf9d8ac0183ad3297572d9f1e079f66a4f1..824aa2d02f4ff6f8061d7c34965e30fe0ae2d514 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ PGL v1.1 2020.4.29
 
 - We add newly graph level operators like **GraphPooling** and [**GraphNormalization**](https://arxiv.org/abs/2003.00982) for graph level predictions.
 
-- We relase a PGL-KE toolkit [here](./exmaples/pgl-ke) including classical knowledge graph embedding t algorithms like TransE, TransR, RotatE.
+- We relase a PGL-KE toolkit [here](./examples/pgl-ke) including classical knowledge graph embedding t algorithms like TransE, TransR, RotatE.
 
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