benchgap
Calibration

τ³-bench results → DeepPlanning

DeepPlanning is estimated from τ³-bench results with a offset logistic curve fitted on 6 models measured on both: y = 0.1297 + (0.3539 − 0.1297) / (1 + exp(−200.00·(x − 0.6698))), R² = 0.80, cross-validated error 8.3 pp. It is used for 7 estimates.

Estimated modelτ³-bench resultsDeepPlanningSource
MiMo-V2.5-Pro72.9%35.4%estimated ± 8.3 pp, low confidence
Nemotron 3 Ultra70.9%35.4%estimated ± 8.3 pp, low confidence
GLM-5.170.6%35.4%estimated ± 8.3 pp, low confidence
LFM3-1.7B68.0%32.9%estimated ± 8.3 pp, low confidence
MiniMax M2.767.6%30.4%estimated ± 8.3 pp, low confidence
Pokee-Isaac 28B66.2%16.9%estimated ± 8.3 pp, low confidence
Granite 4.2 30B62.0%13.0%estimated ± 8.3 pp, low confidence

Fitted on

Modelτ³-bench resultsDeepPlanning
Claude Opus 4.570.2%26.4%
GLM-565.6%14.6%
Kimi K2.565.7%14.4%
Qwen3.5 397B68.4%37.6%
Qwen3.6-35B-A3B67.2%25.9%
Qwen3.6 Plus70.7%41.5%