MMErroR - Error Presence Detection - Earth & Environment: leaderboard

Metric: Error Presence Detection Accuracy (%). Source: arxiv.org. Saturation forecast: Around December 2026. 12 models tracked.

Top models

#ModelScore
1Claude Opus 4.562.85
2GPT-5.2 (xHigh)59.29
3Gemini 3 Pro (Preview)56.49
4Seed 2.0 Pro53.44
5Kimi K2.549.11
6Qwen 3 VL 32B (Thinking)44.27
7Grok 442.75
8Qwen 3 VL 32B Instruct27.99
9GLM-4.6V25.45
10Llama 4 Scout Instruct13.23
11Llama 4 Maverick Instruct12.21

Interactive version: theaggregate.ai/benchmark?slug=mmerror-error-presence-detection-earth-environment · How It Works · Data refreshed daily, snapshot 2026-09-25.