programbench 1.2.3

Evaluate whether LM-based SWE-agents can reverse-engineer black-box software systems

ProgramBench

Can Language Models Rebuild Programs From Scratch?

Given only a compiled binary and its documentation, AI agents must architect and implement a complete codebase that reproduces the original program's behavior.

Links

• Website
• Paper
• HuggingFace
• Leaderboard (Submissions)
• Usage Guide
• mini-swe-agent baseline

Quickstart

We recommend uv for managing Python environments.

# Run without installing
uvx programbench --help

# Or install into a project
uv pip install programbench

# Or with pip
pip install programbench

For development:

git clone https://github.com/facebookresearch/programbench.git
cd programbench
uv sync  # installs editable + dev dependencies

[!NOTE] For more details, please refer to the Usage Guide.

To run our baseline:

uvx --from mini-swe-agent mini-extra programbench --help
# or
pip install mini-swe-agent && mini-extra programbench --help

See the mini-swe-agent baseline docs for details.

Citation

If our work was useful for you, please cite it:

@misc{yang2026programbenchlanguagemodelsrebuild,
    title={ProgramBench: Can Language Models Rebuild Programs From Scratch?},
    author={John Yang and Kilian Lieret and Jeffrey Ma and Parth Thakkar and Dmitrii Pedchenko and Sten Sootla and Emily McMilin and Pengcheng Yin and Rui Hou and Gabriel Synnaeve and Diyi Yang and Ofir Press},
    year={2026},
    eprint={2605.03546},
    archivePrefix={arXiv},
    primaryClass={cs.SE},
    url={https://arxiv.org/abs/2605.03546},
}

License

ProgramBench is licensed under the terms of the license found in LICENSE.