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Software intent Softcite SoMeSci CZI dataset

This is a dataset for citation intent classification in software papers. This is just Hugging Face dataset wrapper around the original dataset. The original dataset is available at https://docs.google.com/spreadsheets/d/1yY1vB_v-1FjVV-VQ8rye84wB8dN5kGh8da4fom8KQwk/edit?gid=1956523166#gid=1956523166 . The GitHub repository with the original GitHub repository is available at https://github.com/karacolada/SoftwareImpactHackathon2023_SoftwareCitationIntent.

The train, validation, and test splits are not provided in the original dataset, thus we made those splits ourselves.

Fields description

Both configurations contain the following fields:

  • id: The unique identifier of the example.
  • orig_id: The original identifier of the example.
  • sentence: Sentence containing the citation.
  • context: Broader context of the sentence. (< trailing sentence>)
  • label: Citation intent label.
    • 0: No citation intent.
    • 1: used
    • 2: created
    • 3: mention

Citation

@inproceedings{Istrate2024ScientificSC,
  title={Scientific Software Citation Intent Classification Using Large Language Models},
  author={Ana-Maria Istrate and Joshua Fisher and Xinyu Yang and Kara Moraw and Kai Li and Donghui Li and Martin Klein},
  booktitle={NSLP},
  year={2024},
  url={https://api.semanticscholar.org/CorpusID:271971376}
}
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