nebius/SWE-rebench-leaderboard

Dataset Summary

SWE-rebench-leaderboard is a continuously updated, curated subset of the full SWE-rebench corpus, tailored for benchmarking software engineering agents on real-world tasks. These tasks are used in the SWE-rebench leaderboard. For more details on the benchmark methodology and data collection process, please refer to our paper SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents.

All Docker images required to run the tasks are pre-built and publicly available on Docker Hub. You do not need to build them yourself. The specific image for each task is listed in the docker_image column.

To get the exact subset of tasks used for a specific month's SWE-rebench-leaderboard, you can filter the dataset by the created_at field.

How to Use

from datasets import load_dataset
ds = load_dataset('nebius/SWE-rebench-leaderboard')
ds_june_2025 = ds['test'].filter(lambda x: x['created_at'].startswith('2025-06'))

Dataset Structure

The SWE-rebench dataset schema extends the original SWE-bench schema with additional fields to support richer analysis. The complete schema is detailed in the table below. For more information about this data and methodology behind collecting it, please refer to our paper.

Field name	Type	Description
instance_id	str	A formatted instance identifier, usually as repo_owner__repo_name-PR-number.
patch	str	The gold patch, the patch generated by the PR (minus test-related code), that resolved the issue.
repo	str	The repository owner/name identifier from GitHub.
base_commit	str	The commit hash of the repository representing the HEAD of the repository before the solution PR is applied.
hints_text	str	Comments made on the issue prior to the creation of the solution PR’s first commit creation date.
created_at	str	The creation date of the pull request.
test_patch	str	A test-file patch that was contributed by the solution PR.
problem_statement	str	The issue title and body.
version	str	Installation version to use for running evaluation.
environment_setup_commit	str	Commit hash to use for environment setup and installation.
FAIL_TO_PASS	str	A JSON list of strings that represent the set of tests resolved by the PR and tied to the issue resolution.
PASS_TO_PASS	str	A JSON list of strings that represent tests that should pass before and after the PR application.
meta	str	A JSON dictionary indicating whether the instance is lite, along with a list of failed lite validators if it is not.
license_name	str	The type of license of the repository.
install_config	str	Installation configuration for setting up the repository.
docker_image	str	Docker image name for the instance.

To execute tasks from SWE-rebench (i.e., set up their environments, apply patches, and run tests), we provide a fork of the original SWE-bench execution framework, adapted for our dataset's structure and features. The primary modification introduces functionality to source environment installation constants directly from the install_config field present in each task instance within SWE-rebench. This allows for more flexible and task-specific environment setups.

You can find the details of this modification in the following commit

To build the necessary Docker images and run agents on SWE-rebench tasks, you have two main options:

1. Use our SWE-bench fork directly: Clone the fork and utilize its scripts for building images and executing tasks. The framework will automatically use the install_config from each task.
2. Integrate similar functionality into your existing codebase: If you have your own execution framework based on SWE-bench or a different system, you can adapt it by implementing a similar mechanism to parse and utilize the install_config field from the SWE-rebench task instances. The aforementioned commit can serve as a reference for this integration.

License

The dataset is licensed under the Creative Commons Attribution 4.0 license. However, please respect the license of each specific repository on which a particular instance is based. To facilitate this, the license of each repository at the time of the commit is provided for every instance.

Citation

@misc{badertdinov2025swerebenchautomatedpipelinetask,
      title={SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents}, 
      author={Ibragim Badertdinov and Alexander Golubev and Maksim Nekrashevich and Anton Shevtsov and Simon Karasik and Andrei Andriushchenko and Maria Trofimova and Daria Litvintseva and Boris Yangel},
      year={2025},
      eprint={2505.20411},
      archivePrefix={arXiv},
      primaryClass={cs.SE},
      url={https://arxiv.org/abs/2505.20411}
}