Update README.md

README.md

@@ -8,8 +8,16 @@ The dataset used to train and evaluate [ReT](https://www.arxiv.org/abs/2503.0198
 
 
 ## Sources
-- **Repository:** https://github.com/aimagelab/ReT
-- **Paper:** [Recurrence-Enhanced Vision-and-Language Transformers for Robust Multimodal Document Retrieval](https://www.arxiv.org/abs/2503.01980) (CVPR 2025)
+<!-- - **Repository:** https://github.com/aimagelab/ReT
+- **Paper:** [Recurrence-Enhanced Vision-and-Language Transformers for Robust Multimodal Document Retrieval](https://www.arxiv.org/abs/2503.01980) (CVPR 2025) -->
+[![ReT](https://img.shields.io/badge/Paper-arxiv.2503.15621-B31B1B.svg)](https://www.arxiv.org/abs/2503.01980)
+[![Code](https://img.shields.io/badge/Code-181717?logo=github&logoColor=white)](https://github.com/aimagelab/ReT)
+
+
+**! Update 12/09/2025**<br>
+We have just released ReT-2: Recurrence Meets Transformers for Universal Multimodal Retrieval<br>
+[![ReT-2](https://img.shields.io/badge/Paper-arxiv.2509.08897-B31B1B.svg)](https://arxiv.org/abs/2509.08897)
+[![Code](https://img.shields.io/badge/Code-181717?logo=github&logoColor=white)](https://github.com/aimagelab/ReT-2)
 
 
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