AVTrace: Diagnosing Audio-Visual Temporal Reasoning in Omni Models
Findings show that semantic reference-text overlap should not be treated as a proxy for temporal localization, and that AVTrace can identify task-specific weaknesses while providing a testbed for temporal post-training.