diff --git a/index.html b/index.html
index 2f26971..b962e4b 100644
--- a/index.html
+++ b/index.html
@@ -81,8 +81,6 @@ <h1 class="title is-1 publication-title"> ImagenHub: Standardizing the evaluatio
                   </span>
                         </div>
 
-
-
                         <div class="is-size-5 publication-authors">
                             <span class="author-block">
                     <sup>♠️</sup>University of Waterloo,
@@ -96,6 +94,7 @@ <h1 class="title is-1 publication-title"> ImagenHub: Standardizing the evaluatio
                         </div>
 
                         <div class="column has-text-centered">
+                            <h2 class="title is-5">ICLR 2024</h2>
                             <div class="publication-links">
                                 <span class="link-block">
                           <a href="https://huggingface.co/ImagenHub" target="_blank"
@@ -150,6 +149,27 @@ <h1 class="title is-1 publication-title"> ImagenHub: Standardizing the evaluatio
                                               </a>
                                 </span>
                                 
+                                <span class="link-block">
+                                    <a href="https://github.com/TIGER-AI-Lab/ImagenHub/issues/1" target="_blank"
+                                    class="external-link button is-normal is-rounded is-dark">
+                                              <span>👨‍💻 List of Supported Models</span>
+                                              </a>
+                                </span>
+
+                                <span class="link-block">
+                                    <a href="https://imagenhub.readthedocs.io/en/latest/Guidelines/custommodel.html" target="_blank"
+                                    class="external-link button is-normal is-rounded is-dark">
+                                              <span>📘 Contribution Guide</span>
+                                              </a>
+                                </span>
+
+                                <span class="link-block">
+                                    <a href="https://imagenhub.readthedocs.io/en/latest/Guidelines/humaneval.html" target="_blank"
+                                    class="external-link button is-normal is-rounded is-dark">
+                                              <span>📘 HumanEval Guidelines</span>
+                                              </a>
+                                </span>
+                                
                             </div>
                         </div>
                     </div>
@@ -208,11 +228,11 @@ <h2 class="title is-3">Abstract</h2>
                         <h2 class="title is-3">Overall Results</h2>
                         <div class="item">
                             <!-- Your image here -->
-                            <img src="static/images/overall_results.jpg" alt="MY ALT TEXT" />
+                            <img src="static/images/overall_results_v2.png" alt="MY ALT TEXT" />
                             <h2 class="subtitle has-text-centered">
                                 Figure 2: The best and the average model performance in each task.
                             </h2>
-                            <img src="static/images/task_performance.png" alt="MY ALT TEXT" />
+                            <img src="static/images/task_performance_v2.png" alt="MY ALT TEXT" />
                             <h2 class="subtitle has-text-centered">
                                 Figure 3: Model performance and standard deviation in each task.
                             </h2>
@@ -317,7 +337,7 @@ <h2 class="title is-3">Comprehensive Results</h2>
                                         <td>Unknown</td>
                                         <td>0.67±0.06</td>
                                         <td>0.92±0.06</td>
-                                        <td><strong>0.73±0.07</strong></td>
+                                        <td>0.73±0.07</td>
                                         <td>0.34</td>
                                         <td>-</td>
                                         <td>0.51</td>
@@ -329,7 +349,7 @@ <h2 class="title is-3">Comprehensive Results</h2>
                                         <td>Unknown</td>
                                         <td>0.65±0.02</td>
                                         <td>0.62±0.06</td>
-                                        <td><strong>0.59±0.02</strong></td>
+                                        <td>0.59±0.02</td>
                                         <td>0.32</td>
                                         <td>-</td>
                                         <td>0.51</td>
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