diff --git a/README.md b/README.md
index 594f838..694c387 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 
 [**Homepage**](https://gair-nlp.github.io/benbench/) |
 [**HF Demo**](https://huggingface.co/spaces/GAIR/BenBench) | 
-[**Paper**](https://huggingface.co/papers/) | 
+[**Paper**](https://arxiv.org/abs/2404.18824) | 
 [**Citation**](https://github.com/GAIR-NLP/benbench?tab=readme-ov-file#citation)
 
 
@@ -119,6 +119,11 @@ bash ngram_acc.sh
 If you find our work useful, please cite our paper:
 
 ```
-
-
+@article{xu2024benchmarking,
+      title={Benchmarking Benchmark Leakage in Large Language Models}, 
+      author={Xu, Ruijie and Wang, Zengzhi and Fan, Run-Ze and Liu, Pengfei},
+      year={2024},
+      journal={arXiv preprint arXiv:2404.18824},
+      url={https://arxiv.org/abs/2404.18824}
+}
 ```
diff --git a/index.html b/index.html
index 6ee97e7..696323b 100644
--- a/index.html
+++ b/index.html
@@ -123,12 +123,12 @@ <h1 class="title is-1 publication-title">Benchmarking Benchmark Leakage in Large
                 </a>
               </span> -->
                 <span class="link-block">
-                  <a href="https://arxiv.org/abs/" target="_blank"
+                  <a href="https://arxiv.org/abs/2404.18824" target="_blank"
                     class="external-link button is-normal is-rounded is-dark">
                     <span class="icon">
                       <i class="ai ai-arxiv"></i>
                     </span>
-                    <span>arXiv (coming soon)</span>
+                    <span>arXiv</span>
                   </a>
                 </span>
                 <!-- Video Link. -->
@@ -807,8 +807,13 @@ <h2 class="title is-3">📃 Recommendation for Model Documentation and Benchmark
   <section class="section" id="BibTeX">
     <div class="container is-max-desktop content">
       <h2 class="title">BibTeX</h2>
-      <pre><code>
-  </code></pre>
+      <pre><code>@article{xu2024benchmarking,
+      title={Benchmarking Benchmark Leakage in Large Language Models},
+      author={Xu, Ruijie and Wang, Zengzhi and Fan, Run-Ze and Liu, Pengfei},
+      year={2024},
+      journal={arXiv preprint arXiv:2404.18824},
+      url={https://arxiv.org/abs/2404.18824}
+}</code></pre>
     </div>
   </section>
 
@@ -816,7 +821,7 @@ <h2 class="title">BibTeX</h2>
   <footer class="footer">
     <div class="container">
       <div class="content has-text-centered">
-        <a class="icon-link" href="https://huggingface.co/papers/2312.17120">
+        <a class="icon-link" href="https://arxiv.org/abs/2404.18824">
           <i class="fas fa-file-pdf"></i>
         </a>
         <a class="icon-link" href="https://github.com/GAIR-NLP/benbench" class="external-link" disabled>