SVHalluc - Temporal Forecasting: leaderboard

Speech-vision hallucination (SVHalluc, Zhang et al., CVPR 2026): 276 three-way questions on whether a narrated event is shown before, during or after the speech, for audio-visual LLMs on cooking videos with narration. Option-balanced; accuracy in percent, higher is better.

Metric: Accuracy (%; 276 option-balanced video questions, when the narrated event happens relative to the speech (three options)). Source: arxiv.org. Saturation forecast: Around February 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro53.89#262

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=svhalluc-temporal-forecasting · How It Works · Data refreshed daily, snapshot 2026-11-12.