EvaOmni - Complex Reasoning - Coverage Grounded Score: 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 2028. 24 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.7 Flash49.1#22
2Gemini 3.1 Pro (Preview)48.7#60
3Gemini 3.5 Flash47.8#61
4Gemini 2.5 Pro45.8#154
5Gemini 3.6 Flash44.2#51
6Gemini 3.8 Flash43.1#24
7Qwen3.8 Omni Flash35.9#33
8Gemini 4 Argon33.5#8
9Seed 2.0 Lite32.2#146
10MiMo-V2.529.6#197
11MiMo-V2.6-Flash28.6#73
12MiMo-V2.6-Pro26.6#38
13Gemini 2.5 Flash24.6#246
14Gemini 3.5 Flash Lite24.2#159
15Gemini 3.1 Flash Lite (Preview)23.2#198

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

Interactive version: theaggregate.ai/benchmark?slug=evaomni-complex-reasoning-coverage-grounded-score · How It Works · Data refreshed daily, snapshot 2026-10-22.