Beyond Isolated Utterances: Cue-Guided Interaction for Context-Dependent Conversational Multimodal Understanding. - Zhaoyan Pan; Hengyang Zhou; Xiangdong Li; Yuning Wang; Ye Lou; Jiatong Pan; Ji Zhou; Wei Zhang (CoRR, 2026)