benchgap
Calibration

SWE-bench Pro → SWE-bench Verified

SWE-bench Verified is estimated from SWE-bench Pro with a linear curve fitted on 50 models measured on both: y = 0.8093·x + 0.3235, R² = 0.90, cross-validated error 3.7 pp. It is used for 18 estimates.

Estimated modelSWE-bench ProSWE-bench VerifiedSource
Claude Fable 5.181.2%98.1%estimated ± 3.7 pp, medium confidence
Sakana Fugu-Ultra73.7%92.0%estimated ± 3.7 pp, high confidence
Ling 3.1 Flash68.7%88.0%estimated ± 3.7 pp, high confidence
Grok 4.564.7%84.7%estimated ± 3.7 pp, high confidence
GPT-5.6 Sol64.6%84.6%estimated ± 3.7 pp, high confidence
GPT-5.6 Terra63.4%83.7%estimated ± 3.7 pp, high confidence
GPT-5.6 Luna62.7%83.1%estimated ± 3.7 pp, high confidence
Muse Spark 1.161.5%82.1%estimated ± 3.7 pp, high confidence
Sage-A1.561.2%81.9%estimated ± 3.7 pp, high confidence
Atria Dawn Preview59.6%80.6%estimated ± 3.7 pp, high confidence
Laguna S 2.159.4%80.4%estimated ± 3.7 pp, high confidence
Sakana Fugu59.0%80.1%estimated ± 3.7 pp, high confidence
MiMo-V2.5-Pro57.2%78.6%estimated ± 3.7 pp, high confidence
Ling 3.0 Flash56.6%78.2%estimated ± 3.7 pp, high confidence
Step 3.7 Flash56.3%77.9%estimated ± 3.7 pp, high confidence
MiMo-V2.556.1%77.8%estimated ± 3.7 pp, high confidence
Gemini 3.5 Flash55.1%76.9%estimated ± 3.7 pp, high confidence
Gemini 3.5 Flash-Lite54.2%76.2%estimated ± 3.7 pp, high confidence

Fitted on

ModelSWE-bench ProSWE-bench Verified
Claude Fable 580.0%95.0%
Claude Mythos 580.3%95.5%
Claude Opus 4.557.1%80.9%
Claude Opus 4.653.4%80.8%
Claude Opus 4.7 (Adaptive)64.3%87.6%
Claude Opus 4.869.2%88.6%
Claude Opus 579.2%96.0%
Claude Sonnet 563.2%85.2%
DeepSeek V4 Flash 073152.6%79.0%
DeepSeek V4 Pro 081355.4%80.6%
dots3-note Preview61.0%78.4%
GLM-555.1%77.8%
GPT-5.255.6%80.0%
GPT-5.3 Codex56.8%85.0%
Granite 4.2 30B33.3%57.0%
Granite 4.2 8B19.1%47.7%
Grok 4.2051.8%76.7%
Inkling54.3%77.6%
Inkling-Small55.9%80.2%
Kimi K2.658.6%80.2%
Kimi K2.550.7%76.8%
Laguna M.149.2%74.6%
Laguna XS.246.3%69.9%
Laguna XS 2.147.6%70.9%
LLaDA2.2-flash30.1%49.3%
LongCat-Flash-Lite-Sparse40.6%68.2%
MAI-Thinking-152.8%73.5%
Mellum2.1-12B-A2.5B-Thinking28.0%47.0%
MiniCPM5-2B14.4%46.4%
MiniMax M359.0%80.5%
Muse Glimmer 30B51.2%76.0%
Muse Spark52.4%77.4%
Nemotron 3.5 Super VL 120B A12B51.8%71.1%
Nemotron 3.5 Super VL 120B A12B NVFP451.3%71.1%
Ornith-1.0-35B50.4%75.6%
Ornith-1.0-397B62.2%82.4%
Ornith-1.0-9B42.9%69.4%
Ornith-1.5-35B-A3B59.6%79.0%
Ornith-1.5-397B65.1%86.0%
Ornith-1.5-9B47.5%70.6%
Qwen3.5 397B50.9%76.2%
Qwen3.6-27B53.5%77.2%
Qwen3.6-35B-A3B49.5%73.4%
Qwen3.6 Plus56.6%78.8%
Qwen3.7 Max60.6%80.4%
Qwen3.7 Plus57.6%77.7%
Beam 1.0 501B-A23B66.1%81.6%
Beam 1.0 501B-A23B FP865.9%80.2%
Beam 1.0 501B-A23B NVFP465.6%80.7%
Spark-X2.6-4B54.3%62.8%