@inproceedings{ke-etal-2026-llm, title = "Can {LLM} Annotators Match Human Consistency? Benchmarking Human Agreement and Optimizing Multi-Agent with Contrastive Knowledge", author = "Ke, Xiaopeng and Wang, Zhixin and Liu, Xuebo and Ma, Xinyu and Zheng, Xing and Song, Bowen and Wang, Weiqiang and Zhang, Min", 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.1182/", pages = "24970--25003", ISBN = "979-8-89176-462-0" }