@inproceedings{zhao-etal-2026-novel, title = "A Novel Matching Paradigm: Unified Generative and Discriminative {LLM} with Prompt Compression for Relevance Learning", author = "Zhao, Guoliang and Cui, Zixin and Ye, Chao and He, Dengwu and Huang, Fei and Liu, Yubo and Li, Shuanglong and Kuo, Tzungren and Ding, Bin and Zhang, Shuang and KunhongZhu and Guo, Zhi and Lin, Liu", editor = "Li, Yunyao and Rehm, Georg and Tu, Mei", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics ({ACL} 2026)", month = jul, year = "2026", address = "San Diego, California, USA", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-industry.122/", pages = "1783--1794", ISBN = "979-8-89176-394-4" }