VS-Bench (VisualSwap) - MMMU-Pro: leaderboard
Metric: Probe accuracy (%; 200 image pairs sourced from MMMU-Pro: answer on the swapped image after a self-reflection prompt). Source: arxiv.org. Saturation forecast: Around December 2026. 15 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 235B A22B Instruct | 78.5 |
| 2 | Qwen 3 VL 32B Instruct | 74 |
| 3 | Qwen 3 VL 30B A3B Instruct | 64 |
| 4 | Qwen 3 VL 32B (Thinking) | 57.5 |
| 5 | Qwen 3 VL 8B Instruct | 56.5 |
| 6 | Qwen 3 VL 30B A3B (Thinking) | 54 |
| 7 | Qwen 3 VL 235B A22B (Thinking) | 53.5 |
| 8 | Qwen 3 VL 8B (Thinking) | 53.5 |
| 9 | Qwen 2.5 VL 7B Instruct | 28.5 |
Interactive version: theaggregate.ai/benchmark?slug=vs-bench-visualswap-mmmu-pro · How It Works · Data refreshed daily, snapshot 2026-09-25.