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README.md

@@ -102,12 +102,15 @@ The model follows standard HF conventions and can be fine-tuned with any Trainer
 ## Citation
 
 ```bibtex
-@article{chu2023utrlm,
-  title   = {A 5'UTR Language Model for Decoding Untranslated Regions of mRNA and Function Predictions},
-  author  = {Chu, Yanyi and others},
-  journal = {bioRxiv},
-  year    = {2023},
-  doi     = {10.1101/2023.10.11.561938}
+@article{chu2024utrlm,
+  title   = {A 5' UTR Language Model for Decoding Untranslated Regions of mRNA and Function Predictions},
+  author  = {Chu, Yanyi and Yu, Dan and Li, Yupeng and Huang, Kaixuan and Shen, Yue and Cong, Le and Zhang, Jason and Wang, Mengdi},
+  journal = {Nature Machine Intelligence},
+  volume  = {6},
+  number  = {4},
+  pages   = {449--460},
+  year    = {2024},
+  doi     = {10.1038/s42256-024-00823-9}
 }
 ```