Updated arxiv

README.md

@@ -88,7 +88,7 @@ no uplift on "tacit knowledge" tasks like purification, scale-up, or processing
 @article{narayanan2025training,
   title={Training a Scientific Reasoning Model for Chemistry},
   author={Narayanan, Siddharth M. and Braza, James D. and Griffiths, Ryan-Rhys and Bou, Albert and Wellawatte, Geemi P. and Ramos, Mayk Caldas and Mitchener, Ludovico and Rodriques, Samuel G. and White, Andrew D.},
-  journal={arXiv preprint arXiv:XXXX.XXXXX},
+  journal={arXiv preprint arXiv:2506.17238},
   year={2025}
 }
 ```