VideoOdyssey-AV - Speech Fact Retrieval: leaderboard

Metric: Multiple-choice accuracy (%) on the 173 speech fact retrieval questions (retrieve explicitly mentioned factual information from 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 June 2027. 12 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)59.5
2Gemini 3 Flash50.9
3Gemini 2.5 Pro50.3
4Qwen 3.5 Omni Plus43.4

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