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KAP redefines LLM serving by turning knowledge selection into an efficient execution strategy, slashing memory access needs while preserving output quality.
Shifting from coupled visual-semantic reasoning to Cognitive Decoupling, DeCoRAG dramatically enhances document understanding while slashing computational costs.
Geometry-consistency awareness in video spatial reasoning can lead to a 12.6-point performance boost over current state-of-the-art models.