Update README.md

README.md

@@ -51,13 +51,14 @@ load_and_save_released_models(ARC8_Encoder_Mistral, hf_token=<HF_TOKEN>)
  If you use one of these models, please cite:
 
  ```bibtex
-@misc{pilchen2025arcencoderlearningcompressedtext,
-      title={ARC-Encoder: learning compressed text representations for large language models}, 
-      author={Hippolyte Pilchen and Edouard Grave and Patrick Pérez},
-      year={2025},
-      eprint={2510.20535},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL},
-      url={https://arxiv.org/abs/2510.20535}, 
+@article{
+pilchen2026arcencoder,
+title={{ARC}-Encoder: learning compressed text representations for large language models},
+author={Hippolyte Pilchen and Edouard Grave and Patrick Perez},
+journal={Transactions on Machine Learning Research},
+issn={2835-8856},
+year={2026},
+url={https://openreview.net/forum?id=lU1P9dsqfn},
+note={Featured Certification}
 }
 ```