Content-Based Citation Recommendation

@article{Bhagavatula2018ContentBasedCR,
  title={Content-Based Citation Recommendation},
  author={Chandra Bhagavatula and Sergey Feldman and R. Power and Waleed Ammar},
  journal={ArXiv},
  year={2018},
  volume={abs/1802.08301}
}
We present a content-based method for recommending citations in an academic paper draft. [...] Key Method Unlike previous work, our method does not require metadata such as author names which can be missing, e.g., during the peer review process. Without using metadata, our method outperforms the best reported results on PubMed and DBLP datasets with relative improvements of over 18% in F1@20 and over 22% in MRR. We show empirically that, although adding metadata improves the performance on standard metrics, it…Expand
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