@inproceedings{choi-etal-2026-align, title = "Align, Don{'}t Fuse: Structure-Preserving Alignment of Collaborative and Semantic Signals for {LLM}-Enhanced Recommendation", author = "Choi, Jooweon and Kim, MiHyeon and Lee, Eunju and Kwon, Junehyoung and Kim, YoungBin", 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.356/", pages = "7444--7479", ISBN = "979-8-89176-462-0" }