benchgap
Calibration

ScreenSpot Pro → Video-MME (with subtitle)

Video-MME (with subtitle) is estimated from ScreenSpot Pro with a linear curve fitted on 6 models measured on both: y = 0.4573·x + 0.5277, R² = 0.63, cross-validated error 7.2 pp. It is used for 4 estimates.

Estimated modelScreenSpot ProVideo-MME (with subtitle)Source
Holo2-235B-A22B70.6%85.1%estimated ± 7.2 pp, low confidence
Holo2-30B-A3B66.1%83.0%estimated ± 7.2 pp, low confidence
Holo2-8B58.9%79.7%estimated ± 7.2 pp, low confidence
Holo2-4B57.2%78.9%estimated ± 7.2 pp, low confidence

Fitted on

ModelScreenSpot ProVideo-MME (with subtitle)
Claude Opus 4.545.7%77.6%
Gemini 3 Pro72.7%88.4%
LFM3-VL-2B55.5%69.0%
Qwen3.5 397B65.6%87.5%
Qwen3.7 Plus79.0%88.0%
Qwen3.8 Max84.5%90.4%