Update citation to AfriScience-MT paper (arXiv:2605.29741)

README.md

@@ -151,14 +151,15 @@ python -m afriscience_mt.scripts.run_seq2seq_training \
 
 ## Citation
 
-If you use this model, please cite the AfriScience-MT project:
+If you use this model, please cite the AfriScience-MT paper ([arXiv:2605.29741](https://arxiv.org/abs/2605.29741)):
 
 ```bibtex
-@inproceedings{afriscience-mt-2025,
-  title={AfriScience-MT: Machine Translation for African Scientific Literature},
-  author={AfriScience-MT Team},
-  year={2025},
-  url={https://github.com/afriscience-mt/afriscience-mt}
+@article{abdulmumin2026afriscience,
+  title   = {AfriScience-MT: Towards Decolonizing Science in Africa through Text Translation},
+  author  = {Abdulmumin, Idris and Gwadabe, Tajuddeen and Muhammad, Shamsuddeen Hassan and Adelani, David Ifeoluwa and Khalo, Nomonde and Ahmad, Ibrahim Said and Modupe, Abiodun and Mumm, Anina and Biyela, Sibusiso and Rabie, Michelle and Havemann, Johanna and Rei, Marek and Abbott, Jade and Marivate, Vukosi},
+  journal = {arXiv preprint arXiv:2605.29741},
+  year    = {2026},
+  url     = {https://arxiv.org/abs/2605.29741}
 }
 ```