Update README.md

README.md

@@ -741,9 +741,16 @@ We benchmark on three scenarios with an increasing presence of Blender-modified
 If you find our research interesting, please cite our work. 📄✏️
 
 ```bibtex
-@article{de2024merit,
-  title={The MERIT Dataset: Modelling and Efficiently Rendering Interpretable Transcripts},
-  author={de Rodrigo, I and Sanchez-Cuadrado, A and Boal, J and Lopez-Lopez, AJ},
-  journal={arXiv preprint arXiv:2409.00447},
-  year={2024}
-}
+@article{de2025merit,
+  title={The MERIT dataset: Modelling and efficiently rendering interpretable transcripts},
+  author={De Rodrigo, Ignacio and Sanchez-Cuadrado, Alberto and Boal, Jaime and Lopez-Lopez, Alvaro J},
+  journal={Pattern Recognition},
+  pages={112502},
+  year={2025},
+  publisher={Elsevier}
+}
+```
+
+## Annex
+The MERIT Dataset has also been used to fine-tune models and develop the VERSE Methodology. Learn more by reading [VERSE: Visual Embedding Reduction and Space Exploration. Clustering-Guided Insights for Training Data Enhancement in Visually-Rich Document Understanding the 
+VERSE ](https://arxiv.org/abs/2601.05125)