EvaOmni - Recognition and Grounding - Bottleneck 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 October 2028. 24 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.7 Flash49.1#22
2Gemini 3.8 Flash48.4#24
3Gemini 3.6 Flash44.7#51
4Gemini 2.5 Pro42.3#154
5Gemini 3.1 Pro (Preview)41.5#60
6MiMo-V2.530.8#197
7Gemini 4 Argon29.3#8
8MiMo-V2.6-Flash29#73
9Gemini 3.5 Flash28.8#61
10MiMo-V2.6-Pro28.8#38
11Gemini 2.5 Flash26.7#246
12Gemini 3.5 Flash Lite26.5#159
13Gemini 3.1 Flash Lite (Preview)25.2#198
14Gemini 3.1 Flash Lite24.2#194
15Gemini 2.5 Flash Lite22.1#419

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-bottleneck-grounded-score · How It Works · Data refreshed daily, snapshot 2026-10-22.