@inproceedings{chaduvula-etal-2026-reducing, title = "Reducing Hallucinations in {LLM}s via Factuality-Aware Preference Learning", author = "Chaduvula, Sindhuja and Radwan, Ahmed Y. and Farooq, Azib and Ioannou, Yani and Raza, Shaina", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1968/", pages = "39488--39504", ISBN = "979-8-89176-395-1" }