benchgap
Calibration

VideoMMMU → Video-MME (w/o subtitle)

Video-MME (w/o subtitle) is estimated from VideoMMMU with a inverse Michaelis–Menten curve fitted on 6 models measured on both: y = 1.12536·(x − 0.0000) / (0.0000 + 2.0000 − x), R² = 0.53, cross-validated error 1.7 pp. It is used for 4 estimates.

Estimated modelVideoMMMUVideo-MME (w/o subtitle)Source
Qwen3.8 Max88.7%89.7%estimated ± 1.7 pp, low confidence
dots3-note Preview86.8%86.3%estimated ± 1.7 pp, medium confidence
Qwen3.7 Plus85.4%83.9%estimated ± 1.7 pp, medium confidence
MiniMax M384.6%82.5%estimated ± 1.7 pp, medium confidence