Update README.md

README.md

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-# Dataset Card for PAIR
+
+<h1 align="center">Dataset Card for PAIR</h1>
+
+ <p align="center">
+ <a href="https://www.biorxiv.org/content/10.1101/2024.07.22.604688v2.abstract"><img src="https://img.shields.io/badge/bioRxiv-2024.07.22.604688-red?style=for-the-badge&logo=bioRxiv" alt="bioRxiv"/></a>
+</p>
 
 This dataset contains all the text annotations we collected and parsed from UniProt Swiss-Prot February 2023 and used to train PAIR from the paper "Boosting the Predictive Power of Protein Representations with a Corpus of Text Annotations". You can read more details about PAIR [here](https://www.biorxiv.org/content/10.1101/2024.07.22.604688v2.abstract).
 
-## Dataset Details
+# Dataset Details
 
 ### Dataset Description
 
@@ -24,9 +29,9 @@ This dataset contains all the text annotations we collected and parsed from UniP
 
 ### Dataset Sources
 
-- **Repository:** https://github.com/h4duan/PAIR
-- **Pre-print:** https://www.biorxiv.org/content/10.1101/2024.07.22.604688v2.abstract
-- **Model checkpoints:** https://huggingface.co/h4duan
+- [**Repository:**](https://github.com/h4duan/PAIR)
+- [**Pre-print:**](https://www.biorxiv.org/content/10.1101/2024.07.22.604688v2.abstract)
+- [**Model checkpoints:**](https://huggingface.co/h4duan)
 
 ## Uses