@inproceedings{jain-kumar-2026-entity, title = "Entity Exchange in the Wild: A Diagnostic Study of {LLM} Based Real-World Conversational Entity Extraction", author = "Jain, Soumya and Kumar, Ayush", 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.132/", pages = "1933--1955", ISBN = "979-8-89176-394-4" }