diff --git a/doc/lstm.txt b/doc/lstm.txt
index 93a3a617..140e5c62 100644
--- a/doc/lstm.txt
+++ b/doc/lstm.txt
@@ -1,6 +1,6 @@
 .. _lstm:
 
-Recurrent Neural Networks with Word Embeddings
+LSTM Network for Sentiment Analysis
 **********************************************
 
 Summary