MVPBench - Caption-Free Temporal Splicing: 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 89 multi-video questions ordering shuffled clips of a process with inherent temporal logic from the visuals alone; chance is one over the number of possible clip orders, which varies by item; answers extracted by rules and GPT-4-turbo; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 15 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Flash | 11.54 | #237 |
| 2 | GPT-4o | 10.21 | #333 |
| 3 | Qwen 2.5 VL 72B Instruct | 1.45 | #364 |
| 4 | InternVL3-78B | -2.92 | #345 |
| 5 | Qwen 2.5 VL 7B Instruct | -5.12 | #643 |
| 6 | InternVL3-38B | -7.3 | #395 |
| 7 | InternVL3-8B | -11.92 | #606 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=mvpbench-caption-free-temporal-splicing · How It Works · Data refreshed daily, snapshot 2026-10-11.