Update README.md

README.md

@@ -196,23 +196,11 @@ sequence = "EVQLVESGGGLVQPGGSLRLSCAASGFTFSSYAMS...-DIQMTQSPSSLSASVGDRVTITCRASQSI
 
 
 ## Citation
-```bibtex
-@article{Talaei2025.10.31.685149,
-    author = {Talaei, Mahtab and Walker, Kenji C. and Hao, Boran and Jolley, Eliot and Jin, Yeping and Kozakov, Dima and Misasi, John and Vajda, Sandor and Paschalidis, Ioannis Ch. and Joseph-McCarthy, Diane},
-    title = {CDR-aware masked language models for paired antibodies enable state-of-the-art binding prediction},
-    year = {2025},
-    doi = {10.1101/2025.10.31.685149},
-    eprint = {https://www.biorxiv.org/content/early/2025/10/31/2025.10.31.685149.full.pdf},
-    journal = {bioRxiv}
-}
-
-@article{hayes2024simulating,
-    title={Simulating 500 million years of evolution with a language model},
-    author={Hayes, Thomas and Rao, Roshan and Akin, Halil and Sofroniew, Nicholas J and Oktay, Deniz and Lin, Zeming and Verkuil, Robert and Tran, Vincent Q and Deaton, Jonathan and Wiggert, Marius and others},
-    journal={bioRxiv},
-    year={2024}
-}
-```
+
+Preferential CDR masking in paired antibody language models improves binding affinity prediction
+Mahtab Talaei, Kenji C. Walker, Boran Hao, Eliot Jolley, Yeping Jin, Dima Kozakov, John Misasi, Sandor Vajda, Ioannis Ch. Paschalidis, Diane Joseph-McCarthy
+bioRxiv 2025.10.31.685149; doi: https://doi.org/10.1101/2025.10.31.685149
+
 
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