diff --git a/README.md b/README.md
index d3f8170bc..9860ae07e 100644
--- a/README.md
+++ b/README.md
@@ -226,8 +226,8 @@ Here is a list of models built on `Qlib`.
 - [GBDT based on XGBoost (Tianqi Chen, et al.)](qlib/contrib/model/xgboost.py)
 - [MLP based on pytorch](qlib/contrib/model/pytorch_nn.py)
 - [GRU based on pytorch (Kyunghyun Cho, et al.)](qlib/contrib/model/pytorch_gru.py)
-- [LSTM based on pytorcn (Sepp Hochreiter, et al.)](qlib/contrib/model/pytorch_lstm.py)
-- [ALSTM based on pytorcn (Yao Qin, et al.)](qlib/contrib/model/pytorch_alstm.py)
+- [LSTM based on pytorch (Sepp Hochreiter, et al.)](qlib/contrib/model/pytorch_lstm.py)
+- [ALSTM based on pytorch (Yao Qin, et al.)](qlib/contrib/model/pytorch_alstm.py)
 - [GATs based on pytorch (Petar Velickovic, et al.)](qlib/contrib/model/pytorch_gats.py)
 - [SFM based on pytorch (Liheng Zhang, et al.)](qlib/contrib/model/pytorch_sfm.py)
 - [TFT based on tensorflow (Bryan Lim, et al.)](examples/benchmarks/TFT/tft.py)