README.md

---
dataset_info:
  features:
  - name: id
    dtype: string
  - name: sentence
    dtype: string
  - name: context
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': none
          '1': used
          '2': created
          '3': mention
  splits:
  - name: train
    num_bytes: 1417050
    num_examples: 2627
  - name: validation
    num_bytes: 178889
    num_examples: 328
  - name: test
    num_bytes: 177860
    num_examples: 328
  download_size: 1050344
  dataset_size: 1773799
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
  - split: validation
    path: data/validation-*
  - split: test
    path: data/test-*
---

# 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. (<leading sentence><citing sentence>< trailing sentence>)
- `label`: Citation intent label.
  - `0`: No citation intent.
  - `1`: used
  - `2`: created
  - `3`: mention

## Citation

```bibtex
@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}
}
```