SWE-Bench Verified Benchmark Scores
Each model's SWE-Bench Verified score. Color = provider.
SWE-Bench Verified Benchmark Scores
SWE-Bench Verified Benchmark Scores
Each model's SWE-Bench Verified score. Color = provider.
Controls:
SWE-Bench Verified vs Effective Cost
SWE-Bench Verified vs Effective Cost
X = effective cost (log). Y = SWE-Bench Verified %. Color = provider.
Controls:
How to read this chart
Each point is a public model. The chart compares SWE-Bench Verified % against Effective Cost (per 1M I/O Tokens), with color showing the model provider.
Data sources
IQ DimensionsBackend Engineering IQEach model's Backend Engineering IQ plotted on a standard normal IQ distributionData: Vals.ai, Cognition FrontierCode, Mercor APEX-SWE +7 moreOpen chartCoreAI Models on the IQ Bell CurveEach model's estimated IQ plotted on a standard normal IQ distributionData: ARC Prize, Epoch AI FrontierMath, Vals.ai +25 moreOpen chartIQ BenchmarksLiveCodeBench Benchmark ScoresEach model's LiveCodeBench score. Color = provider.Data: Vals.aiOpen chartIQ BenchmarksSWE-Bench Pro Benchmark ScoresEach model's SWE-Bench Pro percentage score. Color = provider.Data: Scale Labs, Scale Labs SWE-Bench Pro Public DatasetOpen chartIQ BenchmarksAPEX-SWE ScoresMercor APEX-SWE overall Pass@1 scores for economically valuable software-engineering work. Color = provider.Data: Mercor APEX-SWEOpen chartIQ BenchmarksDeepSWE Benchmark ScoresEach model's DeepSWE Pass@1 score. Color = provider.Data: DeepSWEOpen chart