Self-Distillation as a Structure-Dependent Mechanism in Multimodal Dialogue via Multi-Context Modeling
Multimodal dialogue understanding requires integrating heterogeneous signals such as language, audio, and visual cues while capturing complex contextual dynamics in multi-party interactions. Although recent models achieve strong performance, they typically rely on unified representations and treat self-distillation as...