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AVTrace: Diagnosing Audio-Visual Temporal Reasoning in Omni Models

arXiv · Artificial Intelligence · article · Sep 17, 2026 · UTC

Omni models can describe video content, but can they locate events in time, preserve event order, and judge audio-visual synchronization? We introduce AVTrace (Audio-Visual Temporal Reasoning Assessment and Capability Evaluation), a silver-standard diagnostic suite spanning onset and span grounding, synchronization, next-step prediction, cross-modal localization, chain parsing, and event-conditioned comprehension. It contains 34,114 training examples and category-balanced development and test splits of 3,500 and 7,000 examples. We evaluate five open omni models under their respective input con

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Evidence & attribution

First collected: 2026-09-19T20:26:32.566Z. This is not the publication date.