Update data_loader.py

data_loader.py

@@ -321,10 +321,10 @@ HEADER_CONTENT = (
 
 CARDS = """        <div class="metrics-grid">
             <div class="metric-card">
-                <div class="metric-number metric-blue">13</div>
+                <div class="metric-number metric-blue">16</div>
                 <div class="metric-label">Total Models</div>
-                <div class="metric-detail primary">6 Reasoning Models</div>
-                <div class="metric-detail primary">4 Open Source Models</div>
+                <div class="metric-detail primary">8 Reasoning Models</div>
+                <div class="metric-detail primary">5 Open Source Models</div>
             </div>
 
             <div class="metric-card">
@@ -337,7 +337,7 @@ CARDS = """        <div class="metrics-grid">
             <div class="metric-card">
                 <div class="metric-number metric-green">1.2k</div>
                 <div class="metric-label">Total Questions</div>
-                <div class="metric-detail primary">Includes Match-Up, Multiple Choice and Completion</div>
+                <div class="metric-detail primary">6,995 sub-question and answer pairs including Match-Up, Multiple Choice and Completion tasks</div>
             </div>
         </div>"""
 
@@ -430,16 +430,14 @@ METHODOLOGY = """
 <div class="section-divider"></div>
     <h1 class="section-title">Citation</h2>
     <div class="bibtex-citation" style="font-family: monospace; white-space: pre; padding: 1em; background-color: rgba(128, 128, 128, 0.1); border: 1px solid rgba(128, 128, 128, 0.2); border-radius: 4px; color: currentColor;">
-    @misc{khouja2025lingolytoodisentanglingmemorisationreasoning,
-      title={LINGOLY-TOO: Disentangling Memorisation from Reasoning with Linguistic Templatisation and Orthographic Obfuscation},
-      author={Jude Khouja and Karolina Korgul and Simi Hellsten
-      and Lingyi Yang and Vlad Neacsu and Harry Mayne and Ryan Kearns and Andrew Bean and Adam Mahdi},
-      year={2025},
-      eprint={2503.02972},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL},
-      url={https://arxiv.org/abs/2503.02972},
-      }
+    @inproceedings{
+        khouja2026lingolytoo,
+        title={{LingOly}-{TOO}: Disentangling Reasoning from Knowledge with Templatised Orthographic Obfuscation},
+        author={Jude Khouja and Lingyi Yang and Simeon Hellsten and Karolina Korgul and Vlad A. Neacșu and Harry Mayne and Ryan Othniel Kearns and Andrew M. Bean and Adam Mahdi},
+        booktitle={The Fourteenth International Conference on Learning Representations},
+        year={2026},
+        url={https://arxiv.org/abs/2503.02972}
+        }
 </div>
 
 """