Update README.md

README.md

@@ -15,6 +15,10 @@ pipeline_tag: video-text-to-text
 
 Video-native reasoning reranker for text-to-video retrieval. Fine-tuned from Qwen3-VL-8B-Instruct.
 
+## Reference
+- [arXiv:2602.02444](https://arxiv.org/abs/2602.02444)
+
+
 ## Usage
 
 ```
@@ -31,3 +35,14 @@ scores = reranker.score_batch(
 print(f"Relevance score: {scores[0]['logit_delta_yes_minus_no']:.3f}")
 
 ```
+## BibTeX
+```bibtex
+@misc{skow2026rankvideoreasoningrerankingtexttovideo,
+      title={RANKVIDEO: Reasoning Reranking for Text-to-Video Retrieval}, 
+      author={Tyler Skow and Alexander Martin and Benjamin Van Durme and Rama Chellappa and Reno Kriz},
+      year={2026},
+      eprint={2602.02444},
+      archivePrefix={arXiv},
+      primaryClass={cs.IR},
+      url={https://arxiv.org/abs/2602.02444}, 
+}