EvaOmni - Recognition and Grounding - Answer Accuracy: leaderboard

EvaOmni (2026):1027questions from392videos,1FPS and480px long side with audio; shared prompt. Open non-MiMo models use recommended card configurations on8H20GPUs; MiMo and closed models use official APIs. Coverage/bottleneck grounding score correct answers against annotated audio and visual intervals; expert reference uses replay and is retained separately. Score (%).

Metric: Score (%). Source: arxiv.org. Saturation forecast: Around January 2027. 24 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.7 Flash85.3#22
2Gemini 3.8 Flash83.4#24
3Gemini 3.6 Flash80.9#51
4Gemini 2.5 Pro76.5#154
5Gemini 3.1 Pro (Preview)74.7#60
6Gemini 4 Argon67.1#8
7MiMo-V2.565.4#197
8Qwen3.8 Omni Flash65#33
9Gemini 3.5 Flash64.1#61
10MiMo-V2.6-Flash61.3#73
11Gemini 3.5 Flash Lite60.6#159
12MiMo-V2.6-Pro60.1#38
13Gemini 3.1 Flash Lite (Preview)59.7#198
14Gemini 3.1 Flash Lite59.4#194
15Gemini 2.5 Flash59.2#246

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=evaomni-recognition-and-grounding-answer-accuracy · How It Works · Data refreshed daily, snapshot 2026-10-22.