OmniScope enables modality-decoupled token compression for omnimodal LLMs
July 27, 2026
OmniScope is a training-free framework that uses a query-based semantic anchor to independently allocate token budgets for audio and video. This prevents the loss of critical cues caused by unidirectional cross-modal compression.
HOW THIS AFFECTS YOU
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builderYou can potentially reduce inference costs for multimodal models without losing modality-specific details.
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researcherThis method addresses cross-modal salience mismatch in multimodal models.