VideoOdyssey-AV - Speech Content Reasoning: leaderboard

Metric: Multiple-choice accuracy (%) on the 62 speech content reasoning questions (reason about implicit content that is not explicitly mentioned in the speech to answer questions, 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 2029. 12 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro53.2
2Gemini 3 Flash53.2
3Qwen 3.5 Omni Plus45.2
4Gemini 3.1 Pro (Preview)41.9

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