Updates paper reference.

README.md

@@ -57,8 +57,8 @@ Aloe: A Family of Fine-tuned Open Healthcare LLMs
   </a>
 </div>
 <div align="center" style="line-height: 1;">
-  <a href="https://arxiv.org/abs/2405.01886" target="_blank" style="margin: 1px;">
-    <img alt="Arxiv" src="https://img.shields.io/badge/arXiv-2405.01886-b31b1b.svg" style="display: inline-block; vertical-align: middle;"/>
+  <a href="https://arxiv.org/abs/2505.04388" target="_blank" style="margin: 1px;">
+    <img alt="Arxiv" src="https://img.shields.io/badge/arXiv-2505.04388-b31b1b.svg" style="display: inline-block; vertical-align: middle;"/>
   </a>
   <a href="LICENSE" style="margin: 1px;">
     <img alt="License" src="https://img.shields.io/badge/license-Llama%203.1-green" style="display: inline-block; vertical-align: middle;"/>
@@ -407,15 +407,14 @@ mailto:[email protected]
  Add the prompt engine paper below 
 -->
 
-If you use this repository in a published work, please cite the corresponding papers as source:
+If you use this repository in a published work, please cite the corresponding paper as source:
 
 ```
-@misc{gururajan2024aloe,
-      title={Aloe: A Family of Fine-tuned Open Healthcare LLMs}, 
-      author={Ashwin Kumar Gururajan and Enrique Lopez-Cuena and Jordi Bayarri-Planas and Adrian Tormos and Daniel Hinjos and Pablo Bernabeu-Perez and Anna Arias-Duart and Pablo Agustin Martin-Torres and Lucia Urcelay-Ganzabal and Marta Gonzalez-Mallo and Sergio Alvarez-Napagao and Eduard Ayguadé-Parra and Ulises Cortés Dario Garcia-Gasulla},
-      year={2024},
-      eprint={2405.01886},
+@article{garcia2025aloe,
+      title={The Aloe Family Recipe for Open and Specialized Healthcare LLMs}, 
+      author={Garcia-Gasulla, Dario and Bayarri-Planas, Jordi and Gururajan, Ashwin Kumar and Lopez-Cuena, Enrique and Tormos, Adrian and Hinjos, Daniel and Bernabeu-Perez, Pablo and Arias-Duart, Anna and Martin-Torres, Pablo Agustin and Gonzalez-Mallo, Marta and others},
+      year={2025},
+      eprint={2505.04388},
       archivePrefix={arXiv},
-      primaryClass={cs.CL}
 }
 ```