@inproceedings{dev-etal-2026-beyond, title = "Beyond Instruction Optimization: Multi-Agent Error-Driven Class Description Refinement for {LLM}-Based Classification", author = "Dev, Hamvir and Mhaskar, Shivam Ratnakant and Vutla, Sasanka and Pattnaik, Anup", 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.137/", pages = "2031--2049", ISBN = "979-8-89176-394-4" }