@inproceedings{nguyen-etal-2026-beyond-single, title = "Beyond Single-Negative Preference: Multi-Negative {DPO} for {LLM}-Centric Historical Entity Linking", author = "Nguyen, Tien Nam and Boros, Emanuela and Hamdi, Ahmed and Jatowt, Adam and Coustaty, Mickael and Doucet, Antoine", 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.1873/", pages = "39970--39985", ISBN = "979-8-89176-462-0" }