Temporal Confusion — A Common Video Reasoning Failure Where Event Order and Evidence Windows Get Mixed Up

Temporal confusion is a common failure mode where a model answers incorrectly because it misidentifies the temporal order (before/after) or the correct event segment (when the evidence happens) in a video. It shows up frequently in long clips or when visually similar scenes repeat, because the model can “lock onto” the wrong moment.

02/08/2026