benchgap
Calibration

τ³-bench results → MCP-Tasks

MCP-Tasks is estimated from τ³-bench results with a Hill curve fitted on 5 models measured on both: y = 0.0000 + (1.2000 − 0.0000)·x^6.00 / (0.65083^6.00 + x^6.00), R² = 0.83, cross-validated error 3.6 pp. It is used for 6 estimates.

Estimated modelτ³-bench resultsMCP-TasksSource
MiMo-V2.5-Pro72.9%79.7%estimated ± 3.6 pp, low confidence
Nemotron 3 Ultra70.9%75.1%estimated ± 3.6 pp, low confidence
GLM-5.170.6%74.4%estimated ± 3.6 pp, medium confidence
MiniMax M2.767.6%66.8%estimated ± 3.6 pp, medium confidence
Pokee-Isaac 28B66.2%63.1%estimated ± 3.6 pp, medium confidence
Granite 4.2 30B62.0%51.3%estimated ± 3.6 pp, low confidence

Fitted on

Modelτ³-bench resultsMCP-Tasks
Claude Opus 4.570.2%71.8%
GLM-565.6%60.8%
Kimi K2.565.7%59.1%
Qwen3.5 397B68.4%74.2%
Qwen3.6 Plus70.7%74.1%