Updating bibtex

templates/about.html

@@ -8,6 +8,8 @@
     <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/5.1.3/css/bootstrap.min.css">
     <!-- Include DataTables CSS -->
     <link rel="stylesheet" href="https://cdn.datatables.net/1.11.5/css/dataTables.bootstrap5.min.css">
+    <!-- Include mathjax -->
+    <script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/3.1.2/es5/tex-mml-chtml.js"></script>
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         body {
@@ -307,8 +309,10 @@ their expression of that value).
             To rank models, we aggregate the rank-order and validity metrics in two ways :
             </p>
             <ul>
-                <li> <b> Cardinal - Score (&uarr;) </b> - the score is averaged over all metrics (with descending metrics inverted), context pairs (for stability) and contexts (for validity metrics) </li>
-                <li> <b> Ordinal - Win rate (&uarr;) </b> - for each metric, each context pair (for stability) and each context (for validity metrics) is considered as a game between two models, the win rate of a model is the percentage of won games against all models</li>
+                <li> <b> Cardinal - Score (&uarr;) </b> - the score is averaged over all metrics (with descending metrics inverted), context pairs (for stability) and contexts (for validity metrics),
+                    i.e. the average of \( \binom{n\_context\_chunks}{2} + n\_validity\_metrics*n\_context\_chunks \) values.</li>
+                <li> <b> Ordinal - Win rate (&uarr;) </b> - for each metric, each context pair (for stability) and each context (for validity metrics) is considered as a game between two models, the win rate of a model is the percentage of won games against all models,
+                    i.e. the average of \( (n\_models-1) * ( \binom{n\_context\_chunks}{2} + n\_validity\_metrics*n\_context\_chunks) \).</li>
             </ul>
             <p>
                 Following this <a href="https://arxiv.org/abs/2405.01719">paper</a> and associated <a href="https://github.com/socialfoundations/benchbench">benchbench</a> library,
@@ -354,10 +358,11 @@ their expression of that value).
         <div class="citation-section">
             <p>If you found this project useful, please cite our related paper:</p>
             <div class="citation-box" id="citation-text">
-@article{kovavc2024stick,
+@inproceedings{kovavc2024stick,
   title={Stick to your Role! Stability of Personal Values Expressed in Large Language Models},
   author={Kova{\v{c}}, Grgur and Portelas, R{\'e}my and Sawayama, Masataka and Dominey, Peter Ford and Oudeyer, Pierre-Yves},
-  journal={arXiv preprint arXiv:2402.14846},
+  booktitle={Proceedings of the Annual Meeting of the Cognitive Science Society},
+  volume={46},
   year={2024}
 }
             </div>

templates/index.html

@@ -110,7 +110,7 @@
             border-radius: 8px;
             padding: 5px;
             margin-top: 5px;
-            font-size: 12px;
+            font-size: 13px;
             text-align: left;
             font-family: 'Courier New', Courier, monospace;
             white-space: pre;
@@ -224,7 +224,7 @@
             and the associated PVQ-40 and SVS questionnaires (available <a href="https://www.researchgate.net/publication/354384463_A_Repository_of_Schwartz_Value_Scales_with_Instructions_and_an_Introduction">here</a>).
         </p>
         <p>
-            Using the <a href="https://pubmed.ncbi.nlm.nih.gov/31402448/">methodology from psychology</a>, we focus on population-level (interpersonal) value stability, i.e. <b>Rank-Order stability</b> (RO stability).
+            Using the <a href="https://pubmed.ncbi.nlm.nih.gov/31402448/">methodology from psychology</a>, we focus on population-level (interpersonal) value stability, i.e. <b>Rank-Order stability (RO stability)</b>.
             Rank-Order stability refers to the extent the order of different personas (in terms of expression of some value) remains the same along different contexts.
             Refer <a href="{{ url_for('about', _anchor='rank_order_stability') }}">here</a> or to our <a href="https://arxiv.org/abs/2402.14846">paper</a> for more details.
         </p>
@@ -256,10 +256,11 @@
                 Refer <a href="{{ url_for('about', _anchor='paper') }}">here</a> for details.
             </p>
             <div class="citation-box" id="citation-text">
-@article{kovavc2024stick,
+@inproceedings{kovavc2024stick,
   title={Stick to your Role! Stability of Personal Values Expressed in Large Language Models},
   author={Kova{\v{c}}, Grgur and Portelas, R{\'e}my and Sawayama, Masataka and Dominey, Peter Ford and Oudeyer, Pierre-Yves},
-  journal={arXiv preprint arXiv:2402.14846},
+  booktitle={Proceedings of the Annual Meeting of the Cognitive Science Society},
+  volume={46},
   year={2024}
 }
             </div>

templates/new_model.html

@@ -271,12 +271,13 @@
     <div class="citation-section">
         <p>If you found this project useful, please cite our related paper:</p>
         <div class="citation-box" id="citation-text">
-            @article{kovavc2024stick,
-            title={Stick to your Role! Stability of Personal Values Expressed in Large Language Models},
-            author={Kova{\v{c}}, Grgur and Portelas, R{\'e}my and Sawayama, Masataka and Dominey, Peter Ford and Oudeyer, Pierre-Yves},
-            journal={arXiv preprint arXiv:2402.14846},
-            year={2024}
-            }
+@inproceedings{kovavc2024stick,
+  title={Stick to your Role! Stability of Personal Values Expressed in Large Language Models},
+  author={Kova{\v{c}}, Grgur and Portelas, R{\'e}my and Sawayama, Masataka and Dominey, Peter Ford and Oudeyer, Pierre-Yves},
+  booktitle={Proceedings of the Annual Meeting of the Cognitive Science Society},
+  volume={46},
+  year={2024}
+}
         </div>
     </div>
 </div>