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SWE-bench

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Benchmark variants
The site lists SWE-bench Lite, Verified, Multimodal, and Multilingual datasets alongside the original benchmark.swebench.com · read 8 Oct 2026
CLI
SWE-bench CLI can submit model predictions for evaluation, retrieve reports, manage evaluation runs, and track performance in the cloud.swebench.com · read 8 Oct 2026
Cloud evaluation
Evaluations can run in the cloud using Modal, or be submitted through the sb-cli tool.swebench.com · read 9 Oct 2026
Cloud evaluations
The documentation describes cloud-based evaluations using Modal and the sb-cli tool.swebench.com · read 8 Oct 2026
Dataset variants
The project lists SWE-bench, SWE-bench Lite, SWE-bench Verified, and SWE-bench Multimodal as available datasets.swebench.com · read 9 Oct 2026
Evaluation limit
Docker is required for consistent evaluation environments, according to the FAQ.swebench.com · read 8 Oct 2026
Evaluation limits
The guide notes that caching all Docker images can require about 2,000 GB of storage.swebench.com · read 9 Oct 2026
Evaluation method
Evaluation applies generated patches to repositories and runs tests in Docker containers to check whether issues are resolved.swebench.com · read 9 Oct 2026
Installation
The project requires Python 3.9 or later and Docker for the evaluation environment.swebench.com · read 9 Oct 2026
Integrations
The project documents using Hugging Face datasets to load SWE-bench data and Modal for cloud evaluations.swebench.com · read 9 Oct 2026
Multilingual dataset
SWE-bench Multilingual contains 300 tasks from 42 repositories across nine programming languages.swebench.com · read 9 Oct 2026
Multimodal dataset
SWE-bench Multimodal contains 480 instances with issues described using visual elements.swebench.com · read 9 Oct 2026
Operating systems
The Docker setup guide provides installation instructions for macOS, Linux, and Windows, with WSL 2 required on Windows.swebench.com · read 9 Oct 2026
Original dataset
The original benchmark contains 2,294 task instances drawn from pull requests and issues in 12 Python repositories.swebench.com · read 9 Oct 2026
Purpose
SWE-bench evaluates language models on real-world GitHub software issues by asking them to generate patches that resolve the issues.swebench.com · read 9 Oct 2026
Resource requirements
The Docker guide recommends at least 120 GB of free disk space and 16 GB or more of RAM.swebench.com · read 9 Oct 2026
Support
The contact page directs general inquiries to the SWE-bench team by email.swebench.com · read 9 Oct 2026
Verified dataset
SWE-bench Verified is a human-filtered subset containing 500 instances.swebench.com · read 9 Oct 2026

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