Update frontend/about.html

frontend/about.html

@@ -238,18 +238,20 @@
                 </div>
                 <div class="grid grid-cols-1 sm:grid-cols-3 gap-4">
                     <!-- Paper -->
-                    <div class="flex flex-col gap-3 p-5 rounded-xl border border-slate-200 dark:border-slate-600 bg-slate-50 dark:bg-slate-700/30">
-                        <div class="flex items-center gap-2 text-slate-700 dark:text-slate-300">
-                            <i data-lucide="file-text" class="w-5 h-5 shrink-0"></i>
-                            <span class="font-semibold">Paper</span>
-                        </div>
-                        <p class="text-sm text-slate-500 dark:text-slate-400 leading-relaxed flex-1">
-                            Describes the full methodology, benchmark design, and analysis behind QIMMA — including task selection, scoring, and model comparisons.
-                        </p>
-                        <span class="inline-flex items-center gap-1 text-xs text-slate-400 dark:text-slate-500 font-medium cursor-not-allowed">
-                            <i data-lucide="clock" class="w-3 h-3"></i> Coming soon
-                        </span>
-                    </div>
+                    <a href="https://arxiv.org/pdf/2604.03395" target="_blank"
+                      <div class="flex flex-col gap-3 p-5 rounded-xl border border-slate-200 dark:border-slate-600 bg-slate-50 dark:bg-slate-700/30">
+                          <div class="flex items-center gap-2 text-slate-700 dark:text-slate-300">
+                              <i data-lucide="file-text" class="w-5 h-5 shrink-0"></i>
+                              <span class="font-semibold">Paper</span>
+                          </div>
+                          <p class="text-sm text-slate-500 dark:text-slate-400 leading-relaxed flex-1">
+                              Describes the full methodology, benchmark design, and analysis behind QIMMA — including task selection, scoring, and model comparisons.
+                          </p>
+                          <span class="inline-flex items-center gap-1 text-xs text-slate-400 dark:text-slate-500 font-medium cursor-not-allowed">
+                              Read on arXiv <i data-lucide="arrow-right" class="w-3 h-3"></i>
+                          </span>
+                      </div>
+                    </a>
 
                     <!-- Blog Post -->
                     <a href="https://huggingface.co/blog/tiiuae/qimma-arabic-leaderboard" target="_blank"
@@ -314,12 +316,14 @@
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                 <pre id="citationCode"
-                    class="bg-slate-100 dark:bg-slate-900/50 p-6 rounded-xl border border-slate-200 dark:border-slate-700 overflow-x-auto text-xs sm:text-sm text-slate-600 dark:text-slate-400 font-mono leading-relaxed">@misc{QIMMA,
-author = {AlQadi, Leen and Alzubaidi, Ahmed and Alyafeai, Mohammed and Alobeidli, Hamza and Alhammadi, Maitha and Alsuwaidi, Shaikha and Alkaabi, Omar and Boussaha, Basma El Amel and Hacid, Hakim},
-title = {QIMMA Leaderboard},
-year = {2026},
-publisher = {QIMMA},
-howpublished = {https://huggingface.co/spaces/qimma/Qimma-Leaderboard}
+                    class="bg-slate-100 dark:bg-slate-900/50 p-6 rounded-xl border border-slate-200 dark:border-slate-700 overflow-x-auto text-xs sm:text-sm text-slate-600 dark:text-slate-400 font-mono leading-relaxed">@misc{alqadi2026arabicbenchmarksreliableqimmas,
+      title={Are Arabic Benchmarks Reliable? QIMMA's Quality-First Approach to LLM Evaluation}, 
+      author={Leen AlQadi and Ahmed Alzubaidi and Mohammed Alyafeai and Hamza Alobeidli and Maitha Alhammadi and Shaikha Alsuwaidi and Omar Alkaabi and Basma El Amel Boussaha and Hakim Hacid},
+      year={2026},
+      eprint={2604.03395},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2604.03395}, 
 }</pre>
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