diff --git a/README.md b/README.md
index 089584a..12ef871 100644
--- a/README.md
+++ b/README.md
@@ -48,7 +48,7 @@ when you train a GPT, the hidden representation of a token has to accomplish two
 
 the time_shifted channels can focus on (2). so we have good propagation of info. it's like some kind of residual connection.
 
-you can use time_shift in usual QKV self-attention too. when i studied the weights, i found V really likes time_shift. less so for Q. makes sense if you think abt it.
+you can use time_shift in usual QKV self-attention too. when i studied the weights, i found V really likes time_shifted channel. less so for Q. makes sense if you think abt it.
 
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