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Contributing

Contributions that improve reproducibility, evaluation, documentation, and modern Python compatibility are welcome.

Development setup

python3 -m venv .venv
source .venv/bin/activate
python -m pip install -r requirements.txt
python -m unittest discover -s tests -v

Pull requests

  • Keep legacy Python 2 files available for historical reference unless a migration includes a documented replacement.
  • Add tests for command-line or model-format changes.
  • Do not commit locally trained models, virtual environments, credentials, or private datasets.
  • Report evaluation results with the random seed, split strategy, data version, and metric definition.
  • Document any new data source, its license, and its privacy constraints.

Model changes

A higher score on the bundled data is not sufficient on its own. Explain possible leakage, class balance, domain assumptions, and how the model behaves on unseen data.