add citations and improve fmt

Author: ganler

evalperf.html

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         <div>
           🚀 Code Efficiency Evaluation requires:
           <ul>
-            <li><strong>Performance-exercising tasks & inputs</strong>
+            <li><strong>Performance-exercising tasks & inputs --</strong> "all complexities are equal when N is small"
             </li>
-            <li><strong>Meaningful compound metric:</strong>
+            <li><strong>Meaningful compound metric --</strong> avg. speedup does not fit multi-task evaluation
             </li>
           </ul>
           <p>Based on <strong>Differential Performance Evaluation</strong>, the EvalPerf dataset (current
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+        <h2 id="sponsor" class="text-nowrap mt-5">🖊️ Citation</h2>
+        <pre style="padding-top: 0; padding-bottom: 0;">
+          <code class="language-bibtex">
+@inproceedings{evalperf,
+  title = {Evaluating Language Models for Efficient Code Generation},
+  author = {Liu, Jiawei and Xie, Songrun and Wang, Junhao and Wei, Yuxiang and Ding, Yifeng and Zhang, Lingming},
+  booktitle = {First Conference on Language Modeling},
+  year = {2024},
+  url = {https://openreview.net/forum?id=IBCBMeAhmC},
+}</code>
+          </pre>
         <h2 id="sponsor" class="text-nowrap mt-5">🤗 Acknowledgment</h2>
         <p>
           We thank