Update README.md

README.md

@@ -123,10 +123,14 @@ print(ds[0])
 If you use OmniClean, please cite the accompanying paper:
 
 ```bibtex
-@misc{omniclean2026,
-  title={Probing and Boosting Omni Understanding: Leakage-Aware Evaluation and a Staged Post-Training Study},
-  author={StepFun-Audio Team},
-  year={2026}
+@misc{liu2026boostingomnimodallanguagemodels,
+      title={Boosting Omni-Modal Language Models: Staged Post-Training with Visually Debiased Evaluation}, 
+      author={Che Liu and Lichao Ma and Xiangyu Tony Zhang and Yuxin Zhang and Haoyang Zhang and Xuerui Yang and Fei Tian},
+      year={2026},
+      eprint={2605.12034},
+      archivePrefix={arXiv},
+      primaryClass={cs.MM},
+      url={https://arxiv.org/abs/2605.12034}, 
 }
 ```