@inproceedings{qing-etal-2026-utilmem, title = "{UTILMEM}: Benchmarking Evidence Utilization in Long-Term Conversational Memory", author = "Qing, Peijun and Shi, Fobo and Vosoughi, Soroush", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1639/", pages = "37249--37272", ISBN = "979-8-89176-459-0" }