benchgap
Calibration

ScreenSpot Pro → MLVU (M-Avg)

MLVU (M-Avg) is estimated from ScreenSpot Pro with a linear curve fitted on 6 models measured on both: y = 0.3231·x + 0.6178, R² = 0.48, cross-validated error 7.6 pp. It is used for 5 estimates.

Estimated modelScreenSpot ProMLVU (M-Avg)Source
GPT-6 Astra92.7%91.7%estimated ± 7.6 pp, low confidence
Holo2-235B-A22B70.6%84.6%estimated ± 7.6 pp, low confidence
Holo2-30B-A3B66.1%83.1%estimated ± 7.6 pp, low confidence
Holo2-8B58.9%80.8%estimated ± 7.6 pp, low confidence
Holo2-4B57.2%80.3%estimated ± 7.6 pp, low confidence

Fitted on

ModelScreenSpot ProMLVU (M-Avg)
Claude Opus 4.545.7%81.7%
Gemini 3 Pro72.7%83.0%
LFM3-VL-2B55.5%71.3%
Qwen3.5 397B65.6%86.7%
Qwen3.7 Plus79.0%87.4%
Qwen3.8 Max84.5%90.8%