benchgap
Calibration

MathVision → CharXiv w/o tools

CharXiv w/o tools is estimated from MathVision with a offset logistic curve fitted on 6 models measured on both: y = 0.8372 + (0.9761 − 0.8372) / (1 + exp(−200.00·(x − 0.9554))), R² = 0.94, cross-validated error 1.7 pp. It is used for 13 estimates.

Estimated modelMathVisionCharXiv w/o toolsSource
Claude Opus 4.574.3%83.7%estimated ± 1.7 pp, low confidence
Gemini 3 Pro86.6%83.7%estimated ± 1.7 pp, low confidence
Gemma 4 12B79.7%83.7%estimated ± 1.7 pp, low confidence
GPT-5.283.0%83.7%estimated ± 1.7 pp, low confidence
Kimi K2.687.4%83.7%estimated ± 1.7 pp, low confidence
Qwen3.5-122B-A10B86.2%83.7%estimated ± 1.7 pp, low confidence
Qwen3.5-27B86.0%83.7%estimated ± 1.7 pp, low confidence
Qwen3.5-35B-A3B83.9%83.7%estimated ± 1.7 pp, low confidence
Qwen3.5 397B88.6%83.7%estimated ± 1.7 pp, medium confidence
Qwen3.6 Plus88.0%83.7%estimated ± 1.7 pp, medium confidence
Qwen3.7 Plus90.3%83.7%estimated ± 1.7 pp, medium confidence
Seed 2.1 Pro92.6%83.8%estimated ± 1.7 pp, medium confidence
Seed 2.1 Turbo90.1%83.7%estimated ± 1.7 pp, medium confidence