Update README.md

README.md

@@ -1188,7 +1188,7 @@ dataset_info:
 
 - **Homepage:** https://github.com/lamalab-org/MatText 
 - **Repository:** https://github.com/lamalab-org/MatText
-- **Paper:** To be published
+- **Paper:** https://arxiv.org/abs/2406.17295
 - **Leaderboard:** To be published
 - **Point of Contact:** [Nawaf Alampara](https://github.com/n0w0f)