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SWE-bench

Benchmark that scores language models on resolving real GitHub issues by producing a working patch.

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About SWE-bench

SWE-bench is a benchmark for evaluating large language models on real world software issues collected from GitHub. Given a codebase and an issue, a language model is tasked with generating a patch that resolves the described problem. The dataset is published on Hugging Face as princeton-nlp/SWE-bench and the leaderboard lives at swebench.com. Details were read from the publisher’s repository and documentation; nothing was installed or executed.

What you can do

  • Real GitHub issue resolution
  • Patch generation and test verification
  • Public leaderboard

Benchmark

Format
Evaluation set or harness
Works with
Not specified by the publisher
License
MIT

How to use it

How do I run SWE-bench?

Follow the publisher’s documentation to get the data and run the harness against your agent or model. The data or results are at huggingface.co/datasets/princeton-nlp/SWE-bench.

What does SWE-bench measure?

Real GitHub issue resolution; Patch generation and test verification; Public leaderboard.

Is it free?

Open source; free to run yourself.

Questions and answers

What is SWE-bench?

SWE-bench is an eval in the Developer tools category. Benchmark that scores language models on resolving real GitHub issues by producing a working patch.

How do I run SWE-bench?

Follow the publisher's documentation at https://www.swebench.com/ to get the data and run the harness against your agent or model. The data or results are at https://huggingface.co/datasets/princeton-nlp/SWE-bench.

Is SWE-bench free?

Open source; free to run yourself.

What can SWE-bench do?

According to the published details: Real GitHub issue resolution; Patch generation and test verification; Public leaderboard.

Where is SWE-bench published?

Its homepage is https://www.swebench.com/ and its source repository is https://github.com/SWE-bench/SWE-bench. RUAGENTIC read these details from Publisher repository on October 1, 2026 and did not install or run the project.

Sources and checks

View the source

Source information collected October 1, 2026.

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