Evolution of Multimodal Representation and Native Integration

VictoriaLinML · x · 2026-07-04

Victoria Lin reviews the ongoing exploration of multimodal information representation and its native integration with LLM backbones, highlighting notable works like Chameleon (an early mixed-modal model) and Transfusion (a unified Transformer processing text and image tokens). She notes that multimodal architecture design is evolving, with sparsity and modality specialization emerging as promising directions, such as MoT (Mixture of Transformers).

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