Reason-to-Rank: Distilling Direct and Comparative Reasoning from Large Language Models for Document Reranking.

@inproceedings{ji-2025-reasontorank, author = {Yuelyu Ji and Zhuochun Li and Rui Meng and Daqing He}, editor = {Nicola Ferro and Maria Maistro and Gabriella Pasi and Omar Alonso and Andrew Trotman and Suzan Verberne}, title = {{Reason-to-Rank: Distilling Direct and Comparative Reasoning from Large Language Models for Document Reranking}}, booktitle = {{Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025}}, pages = {2320--2329}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3726302.3730070}, doi = {https://doi.org/10.1145/3726302.3730070} }