benchgap
Calibration

Vals GPQA Diamond → GPQA Diamond

GPQA Diamond is estimated from Vals GPQA Diamond with a Michaelis–Menten + offset curve fitted on 23 models measured on both: y = 0.0000 + 2.0000·x / (1.08507 + x), R² = 0.67, cross-validated error 1.7 pp. It is used for 14 estimates.

Estimated modelVals GPQA DiamondGPQA DiamondSource
MiniMax M392.7%92.1%estimated ± 1.7 pp, high confidence
Claude Opus 4.790.2%90.8%estimated ± 1.7 pp, high confidence
Claude Sonnet 588.9%90.1%estimated ± 1.7 pp, high confidence
GLM-5.388.1%89.6%estimated ± 1.7 pp, high confidence
Gemini 3 Flash87.9%89.5%estimated ± 1.7 pp, high confidence
GLM-5.3-Flash86.4%88.7%estimated ± 1.7 pp, high confidence
Gemini 3.5 Flash-Lite83.8%87.2%estimated ± 1.7 pp, high confidence
Qwen3.5 Flash82.8%86.6%estimated ± 1.7 pp, medium confidence
MiMo-V2.5-Pro82.6%86.4%estimated ± 1.7 pp, medium confidence
MiMo-V2.581.6%85.8%estimated ± 1.7 pp, medium confidence
Gemini 3.1 Flash-Lite81.1%85.5%estimated ± 1.7 pp, medium confidence
GLM-4.674.5%81.4%estimated ± 1.7 pp, medium confidence
Claude Haiku 4.572.2%79.9%estimated ± 1.7 pp, medium confidence
GLM-4.572.2%79.9%estimated ± 1.7 pp, medium confidence

Fitted on

ModelVals GPQA DiamondGPQA Diamond
Claude Opus 4.892.4%93.6%
DeepSeek V4 Flash 073189.9%88.1%
DeepSeek V4 Pro 081392.4%90.1%
Gemini 3.1 Pro95.5%94.3%
Gemini 3.5 Flash92.7%92.7%
GLM-5.184.5%86.2%
GLM-5.285.6%91.2%
GPT-5.593.2%93.6%
GPT-5.6 Luna91.7%92.3%
GPT-5.6 Sol95.2%94.6%
GPT-5.6 Terra90.9%92.9%
Grok 4.2088.6%88.5%
Inkling87.1%87.9%
Inkling-Small83.6%89.5%
Kimi K2.689.1%90.5%
Kimi K392.9%93.5%
Ling 3.0 Flash84.8%85.0%
MiniMax M2.786.6%87.0%
Muse Spark89.6%89.5%
Nemotron 3 Ultra86.1%87.0%
Qwen3.7 Max90.2%92.4%
Qwen3.8-27B88.9%89.2%
Qwen3.8 Max93.7%92.6%