VideoJev: Structured Decision Tasks for Video Understanding
October 12, 2026
VideoJev adapts MLLMs to cast video interaction as a structured decision task, replacing autoregressive decoding with a shared head that scores temporal intervals and textual options. This unifies temporal grounding and multiple-choice question answering into a single efficient process.
HOW THIS AFFECTS YOU
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builderYou can build faster video-based agents by replacing heavy autoregressive decoding with efficient temporal interval scoring.
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designerThis enables more responsive multimodal interfaces for video interaction and temporal grounding.