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diff --git a/multimodal.html b/multimodal.html
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+++ b/multimodal.html
@@ -85,7 +85,7 @@ <h3 style="color: #2F4F4F;">Do AI Systems Generalize to Visual Software Domains?
                   Home&nbsp;
               </button>
             </a>
-            <a href="assets/paper.pdf">
+            <a href="https://arxiv.org/abs/2410.03859">
               <button class="outline multimodal">
                 <i class="fa fa-paperclip"></i> Paper&nbsp;
               </button>
@@ -110,15 +110,14 @@ <h2 class="text-title">About</h2>
                 SWE-bench Multimodal challenges AI systems to tackle the diverse, multimodal nature of modern software development.
             </p class="text-content">
             <h3 class="text-title" style="margin-bottom:0.5em">Citation</h3>
-            <pre id="citation" style="border-color: #2F4F4F;"><code>@misc{
-    yang2024swebenchmultimodal,
-    title={SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?},
-    author={John Yang and Carlos E Jimenez and Alex L Zhang and Kilian Lieret and Joyce Yang and Xindi Wu and Ori Press and Niklas Muennighoff and Gabriel Synnaeve and Karthik Narasimhan and Diyi Yang and Sida I Wang and Ofir Press},
-    year={2024},
-    eprint={},
-    archivePrefix={arXiv},
-    primaryClass={cs.CL},
-    url={https://arxiv.org/abs/}
+            <pre id="citation" style="border-color: #2F4F4F;"><code>@misc{yang2024swebenchmultimodalaisystems,
+      title={SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?}, 
+      author={John Yang and Carlos E. Jimenez and Alex L. Zhang and Kilian Lieret and Joyce Yang and Xindi Wu and Ori Press and Niklas Muennighoff and Gabriel Synnaeve and Karthik R. Narasimhan and Diyi Yang and Sida I. Wang and Ofir Press},
+      year={2024},
+      eprint={2410.03859},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2410.03859},
 }</code></pre>
             <p class="text-content" style="margin-bottom: 0;">
               <b>Disclaimer:</b> SWE-bench Multimodal is for research purposes only. Models
diff --git a/template/template_multimodal.html b/template/template_multimodal.html
index 44f30b2..c5286d9 100644
--- a/template/template_multimodal.html
+++ b/template/template_multimodal.html
@@ -85,7 +85,7 @@ <h3 style="color: #2F4F4F;">Do AI Systems Generalize to Visual Software Domains?
                   Home&nbsp;
               </button>
             </a>
-            <a href="assets/paper.pdf">
+            <a href="https://arxiv.org/abs/2410.03859">
               <button class="outline multimodal">
                 <i class="fa fa-paperclip"></i> Paper&nbsp;
               </button>
@@ -110,15 +110,14 @@ <h2 class="text-title">About</h2>
                 SWE-bench Multimodal challenges AI systems to tackle the diverse, multimodal nature of modern software development.
             </p class="text-content">
             <h3 class="text-title" style="margin-bottom:0.5em">Citation</h3>
-            <pre id="citation" style="border-color: #2F4F4F;"><code>@misc{
-    yang2024swebenchmultimodal,
-    title={SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?},
-    author={John Yang and Carlos E Jimenez and Alex L Zhang and Kilian Lieret and Joyce Yang and Xindi Wu and Ori Press and Niklas Muennighoff and Gabriel Synnaeve and Karthik Narasimhan and Diyi Yang and Sida I Wang and Ofir Press},
-    year={2024},
-    eprint={},
-    archivePrefix={arXiv},
-    primaryClass={cs.CL},
-    url={https://arxiv.org/abs/}
+            <pre id="citation" style="border-color: #2F4F4F;"><code>@misc{yang2024swebenchmultimodalaisystems,
+      title={SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?}, 
+      author={John Yang and Carlos E. Jimenez and Alex L. Zhang and Kilian Lieret and Joyce Yang and Xindi Wu and Ori Press and Niklas Muennighoff and Gabriel Synnaeve and Karthik R. Narasimhan and Diyi Yang and Sida I. Wang and Ofir Press},
+      year={2024},
+      eprint={2410.03859},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2410.03859},
 }</code></pre>
             <p class="text-content" style="margin-bottom: 0;">
               <b>Disclaimer:</b> SWE-bench Multimodal is for research purposes only. Models