benchgap
Calibration

SimpleVQA → VideoMMMU

VideoMMMU is estimated from SimpleVQA with a Hill curve fitted on 11 models measured on both: y = 0.0000 + (0.8786 − 0.0000)·x^6.00 / (0.34628^6.00 + x^6.00), R² = 0.98, cross-validated error 10.3 pp. It is used for 2 estimates.

Estimated modelSimpleVQAVideoMMMUSource
Step 3.7 Flash79.2%87.2%estimated ± 10.3 pp, low confidence
Muse Spark Open73.6%86.9%estimated ± 10.3 pp, low confidence

Fitted on

ModelSimpleVQAVideoMMMU
Claude Opus 4.565.7%84.4%
dots3-note Preview72.5%86.8%
Gemini 3 Pro73.2%87.6%
GPT-5.255.8%85.9%
Kimi K2.571.2%86.6%
LFM3-VL-2B36.3%49.6%
Qwen3.5 397B67.1%84.7%
Qwen3.6-27B56.1%84.4%
Qwen3.6-35B-A3B58.9%83.7%
Qwen3.7 Plus81.7%85.4%
Qwen3.8 Max75.0%88.7%