benchgap
Calibration

ScreenSpot Pro → V*

V* is estimated from ScreenSpot Pro with a Hill curve fitted on 5 models measured on both: y = 0.0000 + (0.9713 − 0.0000)·x^6.00 / (0.39723^6.00 + x^6.00), R² = 0.88, cross-validated error 6.5 pp. It is used for 14 estimates.

Estimated modelScreenSpot ProV*Source
GPT-6 Astra92.7%96.5%estimated ± 6.5 pp, low confidence
Claude Opus 4.887.9%96.3%estimated ± 6.5 pp, low confidence
GPT-5.485.4%96.2%estimated ± 6.5 pp, low confidence
Qwen3.8 Max84.5%96.1%estimated ± 6.5 pp, low confidence
Gemini 3.1 Pro84.4%96.1%estimated ± 6.5 pp, low confidence
Muse Spark84.1%96.1%estimated ± 6.5 pp, low confidence
Claude Opus 4.683.1%96.0%estimated ± 6.5 pp, low confidence
Qwen3.7 Plus79.0%95.6%estimated ± 6.5 pp, low confidence
Muse Glimmer 30B75.4%95.1%estimated ± 6.5 pp, low confidence
Holo2-235B-A22B70.6%94.1%estimated ± 6.5 pp, low confidence
Holo2-30B-A3B66.1%92.8%estimated ± 6.5 pp, low confidence
Holo2-8B58.9%88.8%estimated ± 6.5 pp, low confidence
Nemotron 3 Nano Omni 30B A3B57.8%87.9%estimated ± 6.5 pp, low confidence
Holo2-4B57.2%87.3%estimated ± 6.5 pp, low confidence

Fitted on

ModelScreenSpot ProV*
Claude Opus 4.545.7%67.0%
Gemini 3 Pro72.7%88.0%
LFM3-VL-2B55.5%86.4%
Qwen3.5 397B65.6%95.8%
Qwen3.6 Plus68.2%96.9%