diff --git a/README.md b/README.md
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@@ -92,7 +92,7 @@ We train and compare KAN-GPT with an equivalent MLP-GPT model on the Tiny Shakes
| Metrics | | |
|---------|---------|---------|
-| 
| 
| 
|
+|  |  |  |
## TODOs
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@@ -0,0 +1,10 @@
+# Results
+
+We train and compare KAN-GPT with an equivalent MLP-GPT model on the Tiny Shakespeare dataset. We observe that the KAN-GPT performs slightly better than the MLP-GPT. We are looking into further experiments to dive deeper. The results are shown below:
+
+
+## Metrics
+
+| Metrics | | |
+|---------|---------|---------|
+|  |  |  |
diff --git a/mkdocs.yml b/mkdocs.yml
index d0a1544..2284937 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -1,2 +1,5 @@
site_name: kan_gpt
theme: readthedocs
+nav:
+ - 'index.md'
+ - 'results.md'