diff --git a/index.html b/index.html
index 4faac68..b93631f 100644
--- a/index.html
+++ b/index.html
@@ -93,11 +93,11 @@ <h1 class="page-title">Low-Rank Pruning of Llama2</h1>
                         <div class="table_of_contents-item table_of_contents-indent-0"><a class="table_of_contents-link"
                                 href="#pruningllama2">Low-Rank Pruning of Llama2 Models</a></div>                        
                         <div class="table_of_contents-item table_of_contents-indent-0"><a class="table_of_contents-link"
-                                href="benchmark">Speed Benchmarks</a></div>
+                                href="#benchmark">Speed Benchmarks</a></div>
                         <div class="table_of_contents-item table_of_contents-indent-0"><a class="table_of_contents-link"
                                 href="#dataset">Dataset Performance</a></div>
                         <div class="table_of_contents-item table_of_contents-indent-0"><a class="table_of_contents-link"
-                                href="conclusion">Conclusion</a></div>
+                                href="#conclusion">Conclusion</a></div>
 
                         <hr />
                         <div class="table_of_contents-item table_of_contents-indent-0"> Support code is available at <a href="https://github.com/mobiusml/low-rank-llama2/tree/main/code"><mark