MVPBench - Daily Action Evaluation: leaderboard

Metric: MVPBench normalized proficiency score (accuracy minus chance, divided by one minus chance, times 100, so 0 is chance level and 100 is perfect) on its 42 multi-video questions choosing the better-executed of two EPIC-Skills daily-action clips; chance is 1/2; answers extracted by rules and GPT-4-turbo; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 15 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o61.9#333
2Gemini 2.5 Flash43.08#237
3InternVL3-38B38.1#395
4InternVL3-78B38.1#345
5Qwen 2.5 VL 72B Instruct33.34#364
6InternVL3-8B23.8#606
7Qwen 2.5 VL 7B Instruct19.04#643

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=mvpbench-daily-action-evaluation · How It Works · Data refreshed daily, snapshot 2026-10-11.