diff --git a/README.md b/README.md
index 6466674a..cfa91cb6 100644
--- a/README.md
+++ b/README.md
@@ -247,7 +247,7 @@ saxutil lm.generate /sax/test/lm2b "Q: Who is Harry Porter's mother? A: "
 The result will be printed in the terminal.
 
 To use a real checkpoint with the model, follow the
-[Paxml tutorial](saxml.server.pax.lm.params.lm_cloud.LmCloudSpmd2B) to generate
+[Paxml tutorial](https://github.com/google/saxml/blob/main/saxml/server/pax/lm/params/lm_cloud.py#L417) to generate
 a checkpoint. The model can then be published in Sax like this:
 
 ```
@@ -258,4 +258,4 @@ saxutil publish \
   1
 ```
 
-Use the same `saxutil lm.generate` command as above to query the model.
\ No newline at end of file
+Use the same `saxutil lm.generate` command as above to query the model.