VideoOdyssey-AV - Intentional Reasoning: leaderboard

Metric: Multiple-choice accuracy (%) on the 52 intentional reasoning questions (infer the underlying purposes or motivations behind a specific character’s actions, based on both visual and audio cues) of VideoOdyssey-AV (human-written questions on 100 videos of 60 to 255 minutes that need both visual and audio cues; 1,062 in all), omni-modal models given video and audio, 64 frames (VITA-1.5-7B 16); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 12 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)65.4
2Gemini 2.5 Pro48.1
3Gemini 3 Flash48.1
4Qwen 3.5 Omni Plus40.4

Interactive version: theaggregate.ai/benchmark?slug=videoodyssey-av-intentional-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-07.