From 2ac8636e30a24af5b1fa381c2fb93bcabd057675 Mon Sep 17 00:00:00 2001
From: ZhishanQ <dmin10@uic.edu>
Date: Sun, 24 May 2026 20:44:59 -0500
Subject: [PATCH] Add PUMA: Semantic-Preserving Early Exit for Reasoning Models

---
 index.html | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/index.html b/index.html
index 183c041..9157734 100644
--- a/index.html
+++ b/index.html
@@ -764,6 +764,25 @@ <h2 class="title is-3 has-text-centered">🔍 Paper Tables</h2>
                 <td>Math</td>
                 <td>Pass@1,<br>Pass@k</td>
               </tr>
+              <tr>
+                <td><i><b>Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models</b></i><br>
+                  <a href="https://arxiv.org/abs/2605.17672" target="_blank">
+                    <img src="https://img.shields.io/badge/arXiv-2605.17672-red" alt="arXiv Badge">
+                  </a>
+                  <a href="https://github.com/giovanni-vaccarino/PUMA" target="_blank">
+                    <img src="https://img.shields.io/badge/Code-GitHub-blue" alt="Code Badge">
+                  </a>
+                </td>
+                <td>Internal</td>
+                <td>✗</td>
+                <td>✗</td>
+                <td>Redundancy-Aware<br>Early Exit</td>
+                <td>✗</td>
+                <td>Trial-Answer<br>Verifier</td>
+                <td>✗</td>
+                <td>Math,<br>Code,<br>General</td>
+                <td>Pass@1,<br>Token Cost,<br>Speedup</td>
+              </tr>
             </tbody>
           </table>
         </div> <!-- end .table-container -->