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The small 20K version of the Pubmed-RCT dataset by Dernoncourt et al (2017).

@article{dernoncourt2017pubmed,
  title={Pubmed 200k rct: a dataset for sequential sentence classification in medical abstracts},
  author={Dernoncourt, Franck and Lee, Ji Young},
  journal={arXiv preprint arXiv:1710.06071},
  year={2017}
}

Note: This is the cleaned up version by Jin and Szolovits (2018).

@article{jin2018hierarchical,
  title={Hierarchical neural networks for sequential sentence classification in medical scientific abstracts},
  author={Jin, Di and Szolovits, Peter},
  journal={arXiv preprint arXiv:1808.06161},
  year={2018}
}