diff --git a/index.html b/index.html
index 27c73d2..10f9a62 100644
--- a/index.html
+++ b/index.html
@@ -115,7 +115,7 @@ <h3> Datasets</h3>
           </tr>
           <tr>
             <td class="tg-0lax">D3.4</td>
-            <td class="tg-0lax">Toxic reasoning data in English</td>
+            <td class="tg-0lax">Toxic reasoning data in English - Expert and ChatGPT</td>
             <td class="tg-0lax">In Progress </td>
             <td class="tg-0lax">English</td>
             <td class="tg-0lax">Toxic reasoning</td>
@@ -252,7 +252,7 @@ <h3> Models</h3>
             <td class="tg-0lax">Comment</td>
             <td class="tg-0lax">Toxicity score</td>
           </tr>
-             <tr>
+          <tr>
             <td class="tg-0lax">M3.2 </td>
             <td class="tg-0lax">Grounding Toxicity in Real-World Events across Languages</td>
             <td class="tg-0lax"><a href="https://github.com/cltl/grounding-toxicity">github.com/cltl/grounding-toxicity</a></td>
@@ -260,6 +260,14 @@ <h3> Models</h3>
             <td class="tg-0lax">Comment</td>
             <td class="tg-0lax">Toxicity, sentiment and emotion scores</td>
           </tr>
+          <tr>
+            <td class="tg-0lax"> - </td>
+            <td class="tg-0lax">Fine-tuning various models on ChatGPT's and experts' toxic reasoning annotations</td>
+            <td class="tg-0lax">In progress</td>
+            <td class="tg-0lax">English, German, Spanish, Dutch, Turkish, Arabic</td>
+            <td class="tg-0lax">Comments in context</td>
+            <td class="tg-0lax">Toxic reasoning schema</td>
+          </tr>
         </tbody>
         </table>
         <h3> Publications</h3>
@@ -281,7 +289,7 @@ <h3> Publications</h3>
           </tr>
           <tr>
             <td class="tg-0lax">P1.4</td>
-            <td class="tg-0lax">Unveiling Dynamics of Targeting and Inappropriateness in Online</td>
+            <td class="tg-0lax">Assessing and Refining ChatGPT’s Performance in Identifying Targeting and Inappropriate Language: A Comparative Study</td>
             <td class="tg-0lax">Under review</td>
             <td class="tg-0lax">English</td>
           </tr>
@@ -363,12 +371,18 @@ <h3> Publications</h3>
             <td class="tg-0lax"><a href="https://aclanthology.org/2023.gwc-1.2/">aclanthology.org/2023.gwc-1.2</a></td>
             <td class="tg-0lax">English, German, Dutch</td>
           </tr>
-           <tr>
+          <tr>
             <td class="tg-0lax">_</td>
             <td class="tg-0lax"> Confidently Wrong: Exploring the Calibration and Expression of (Un)Certainty of Large Language Models in a Multilingual Setting</td>
             <td class="tg-0lax"><a href="https://aclanthology.org/2023.mmnlg-1.1/">aclanthology.org/2023.mmnlg-1.1</a></td>
             <td class="tg-0lax">Amharic, Dutch, English, German, Hindi,and Spanish</td>
           </tr>
+          <tr>
+            <td class="tg-0lax">_</td>
+            <td class="tg-0lax">Understanding and Analyzing Inappropriately Targeting Language in Online Discourse: A Comparative Annotation Study</td>
+            <td class="tg-0lax">Under review</td>
+            <td class="tg-0lax">English</td>
+          </tr>
         </tbody>
         </table>