@inproceedings{peng-etal-2026-timeclaimbench, title = "{T}ime{C}laim{B}ench: A Claim-Level Benchmark for Grounded {LLM} Explanations of Time Series", author = "Peng, Sijia and Zhang, Fan and Zhou, Yixi and Li, Changlun and Xiong, Yun and Zhu, Yangyong and Chen, Xi and Yu, Yanwei and Tang, Nan", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1042/", pages = "22071--22094", ISBN = "979-8-89176-462-0" }