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AI & Machine Learning · Advanced

SWE-bench

A benchmark that measures whether models can resolve real GitHub issues by producing patches that pass the project's tests.

Definition

SWE-bench tasks come from real open-source Python repositories, so they test agentic coding: understanding a codebase, editing multiple files and validating with tests. SWE-bench Verified is a human-validated subset widely used to compare coding agents.

Exam tip

SWE-bench measures agentic coding on real repositories, which is harder than single-function benchmarks like HumanEval.

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