MMErroR - Error Presence Detection - Mathematics & Logic: leaderboard
Metric: Error Presence Detection Accuracy (%). Source: arxiv.org. Saturation forecast: Around December 2026. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Pro (Preview) | 61.86 |
| 2 | GPT-5.2 (xHigh) | 60.96 |
| 3 | Qwen 3 VL 32B (Thinking) | 57.06 |
| 4 | Kimi K2.5 | 56.46 |
| 5 | Seed 2.0 Pro | 56.16 |
| 6 | Claude Opus 4.5 | 55.26 |
| 7 | Grok 4 | 51.65 |
| 8 | Qwen 3 VL 32B Instruct | 40.84 |
| 9 | GLM-4.6V | 27.93 |
| 10 | Llama 4 Scout Instruct | 24.62 |
| 11 | Llama 4 Maverick Instruct | 23.12 |
Interactive version: theaggregate.ai/benchmark?slug=mmerror-error-presence-detection-mathematics-logic · How It Works · Data refreshed daily, snapshot 2026-09-25.