@inproceedings{hou-etal-2026-structure, title = "Structure Matters Semantic-Structural Dual-Path Arbitration for Named Entity Recognition with {LLM}s", author = "Hou, Xinghong and Tong, Yiqi and Chen, Wei and Guo, Wei and Zhuang, Fuzhen", 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.1267/", pages = "26795--26812", ISBN = "979-8-89176-462-0" }