benchgap
Calibration

HLE w/o tools → ARC-AGI-1

ARC-AGI-1 is estimated from HLE w/o tools with a Hill curve fitted on 12 models measured on both: y = 0.1468 + (0.9791 − 0.1468)·x^6.00 / (0.25505^6.00 + x^6.00), R² = 0.98, cross-validated error 3.7 pp. It is used for 8 estimates.

Estimated modelHLE w/o toolsARC-AGI-1Source
Claude Haiku 5.545.9%95.5%estimated ± 3.7 pp, high confidence
Claude Mythos 559.0%97.4%estimated ± 3.7 pp, high confidence
Claude Sonnet 5.556.9%97.2%estimated ± 3.7 pp, high confidence
Gemma 4 26B A4B8.7%14.8%estimated ± 3.7 pp, medium confidence
Gemma 4 31B19.5%28.5%estimated ± 3.7 pp, medium confidence
MiMo-V2.5-Pro34.0%85.3%estimated ± 3.7 pp, high confidence
Muse Spark 1.152.2%96.8%estimated ± 3.7 pp, high confidence
Pareto 26.949.0%96.3%estimated ± 3.7 pp, high confidence