diff --git a/index.html b/index.html
index 8c05771..4abf58d 100644
--- a/index.html
+++ b/index.html
@@ -41,7 +41,7 @@ <h1 class="title is-1 publication-title">A Multimodal Automated Interpretability
               <a href="https://cogconfluence.com">Sarah Schwettmann</a><sup>*</sup>,</span>
 		        <br>
             <span class="author-block">
-              <a href="https://frankxwang.github.io/">Franklin Wang</a><,</span>
+              <a href="https://frankxwang.github.io/">Franklin Wang</a>,</span>
             <span class="author-block">
               <a href="https://twitter.com/AchyutaBot">Achyuta Rajaram</a>,</span>
             <span class="author-block">
@@ -56,7 +56,7 @@ <h1 class="title is-1 publication-title">A Multimodal Automated Interpretability
 	  * indicates equal contribution.
 
           <div class="is-size-5 publication-authors">
-            <span class="author-block"><sup>1</sup>MIT CSAIL</span>
+            <span class="author-block">MIT CSAIL</span>
           </div> 
 
           <div class="column has-text-centered">
@@ -173,22 +173,19 @@ <h3 class="subtitle is-5" style="text-align: left;">Image editing</h3>
     </div>
   </div>
 </section>
-
 	
-<!-- 
-they will cite the arxiv?  -->
-<!-- <section class="section" id="BibTeX">
+<section class="section" id="BibTeX">
   <div class="container is-max-desktop content">
     <h2 class="title">BibTeX</h2>
     <pre><code>@inproceedings{%%%%,
       title={A Multimodal Automated Interpretability Agent},
-      author={Schwettmann, Sarah and Rott Shaham, Tamar and Materzynska, Joanna and Chowdhury, Neil and Li, Shuang and Andreas, Jacob and Bau, David and Torralba, Antonio},
-      booktitle={Thirty-seventh Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
-      year={2023}
+      author={Rott Shaham, Tamar and Schwettmann, Sarah and Wang, Franklin and Rajaram, Achyuta and Hernandez, Evan and Andreas, Jacob and Torralba, Antonio},
+      booktitle={TBD Arxiv},
+      year={2024}
     }
     </code></pre>
   </div>
-</section> -->
+</section>
 
 	
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