benchgap
Calibration

VITA-Bench → DeepPlanning

DeepPlanning is estimated from VITA-Bench with a offset logistic curve fitted on 5 models measured on both: y = 0.2622 + (1.2000 − 0.2622) / (1 + exp(−83.89·(x − 0.4617))), R² = 1.00, cross-validated error 9.1 pp. It is used for 7 estimates.

Estimated modelVITA-BenchDeepPlanningSource
Agents-A138.8%26.4%estimated ± 9.1 pp, low confidence
Agents-A1-4B40.3%26.9%estimated ± 9.1 pp, low confidence
Claude Sonnet 4.517.0%26.2%estimated ± 9.1 pp, low confidence
DeepSeek V3.218.5%26.2%estimated ± 9.1 pp, low confidence
GLM-4.715.5%26.2%estimated ± 9.1 pp, low confidence
LongCat-Flash-Lite-Sparse21.7%26.2%estimated ± 9.1 pp, low confidence
Qwen3.7 Max47.9%100.0%estimated ± 9.1 pp, low confidence