docs: Add biorxiv link to README and leaderboard (#15)

README.md

@@ -10,8 +10,8 @@ sdk_version: 4.36.1
     <a href="https://github.com/tattabio/dgeb/releases">
         <img alt="GitHub release" src="https://img.shields.io/github/v/release/tattabio/dgeb.svg">
     </a>
-    <a href="">
-        <img alt="arXiv URL" src="">
+    <a href="https://www.biorxiv.org/content/10.1101/2024.07.10.602933v1">
+        <img alt="bioRxiv URL" src="https://img.shields.io/badge/bioRxiv-602933v1-b31b1b.svg">
     </a>
     <a href="https://github.com/tattabio/dgeb/blob/main/LICENSE">
         <img alt="License" src="https://img.shields.io/github/license/tattabio/dgeb.svg">
@@ -176,6 +176,16 @@ DGEB follows the design of text embedding bechmark [MTEB](https://github.com/emb
 
 ## Citing
 
-DGEB was introduced in "[Diverse Genomic Embedding Benchmark for Functional Evaluation Across the Tree of Life](https://www.tatta.bio/dgeb)", feel free to cite:
+DGEB was introduced in "[Diverse Genomic Embedding Benchmark for Functional Evaluation Across the Tree of Life](https://www.biorxiv.org/content/10.1101/2024.07.10.602933v1)", feel free to cite:
 
-TODO
+```
+@article{WestRoberts2024,
+  title = {Diverse Genomic Embedding Benchmark for functional evaluation across the tree of life},
+  url = {http://dx.doi.org/10.1101/2024.07.10.602933},
+  DOI = {10.1101/2024.07.10.602933},
+  publisher = {Cold Spring Harbor Laboratory},
+  author = {West-Roberts,  Jacob and Kravitz,  Joshua and Jha,  Nishant and Cornman,  Andre and Hwang,  Yunha},
+  year = {2024},
+  month = jul 
+}
+```

leaderboard/app.py

@@ -199,7 +199,7 @@ def task_results_to_df(model_results: List[TaskResult]) -> pd.DataFrame:
     gr.HTML(
         """
 <div style='width: 50%; margin-left: auto; margin-right: auto; padding-bottom: 8px;text-align: center;'>
-DGEB Leaderboard. To submit, refer to the <a href="https://github.com/TattaBio/DGEB/blob/leaderboard/README.md" target="_blank" style="text-decoration: underline">DGEB GitHub repository</a> Refer to the <a href="https://www.tatta.bio/dgeb" target="_blank" style="text-decoration: underline">DGEB paper</a> for details on metrics, tasks, and models.
+DGEB Leaderboard. To submit, refer to the <a href="https://github.com/TattaBio/DGEB/blob/leaderboard/README.md" target="_blank" style="text-decoration: underline">DGEB GitHub repository</a> Refer to the <a href="https://www.biorxiv.org/content/10.1101/2024.07.10.602933v1" target="_blank" style="text-decoration: underline">DGEB paper</a> for details on metrics, tasks, and models.
 </div>
 """
     )