Update README.md

README.md

@@ -130,5 +130,13 @@ print(score.shape, score)
 If you find our work helps, please cite our paper.
 
 ```bibtex
-Coming soon
+@misc{xu2026scalingaudiotextretrievalmultimodal,
+      title={Scaling Audio-Text Retrieval with Multimodal Large Language Models}, 
+      author={Jilan Xu and Carl Thomé and Danijela Horak and Weidi Xie and Andrew Zisserman},
+      year={2026},
+      eprint={2602.18010},
+      archivePrefix={arXiv},
+      primaryClass={cs.SD},
+      url={https://arxiv.org/abs/2602.18010}, 
+}
 ```