Mitigating Language Confusion for Multimodal Foundation Models via Confusion-Aware Preference Optimization Pipeline. - Seunghyun Hwang; Sungjun Lim; Soyeon Shin; Hyun-geun Kim; Jungwon Lim; Juncheol Kim; Byungseok Kang; Daewoo Myoung (ICCVW, 2025)