Construction of the Literature Graph in Semantic Scholar

@inproceedings{Ammar2018ConstructionOT,
  title={Construction of the Literature Graph in Semantic Scholar},
  author={Waleed Ammar and Dirk Groeneveld and Chandra Bhagavatula and Iz Beltagy and Miles Crawford and Doug Downey and Jason Dunkelberger and Ahmed Elgohary and Sergey Feldman and Vu A. Ha and Rodney Michael Kinney and Sebastian Kohlmeier and Kyle Lo and Tyler C. Murray and Hsu-Han Ooi and Matthew E. Peters and Joanna L. Power and Sam Skjonsberg and Lucy Lu Wang and Christopher Wilhelm and Zheng Yuan and Madeleine van Zuylen and Oren Etzioni},
  booktitle={NAACL-HLT},
  year={2018}
}
  • Waleed Ammar, Dirk Groeneveld, +20 authors Oren Etzioni
  • Published in NAACL-HLT 2018
  • Computer Science
  • We describe a deployed scalable system for organizing published scientific literature into a heterogeneous graph to facilitate algorithmic manipulation and discovery. The resulting literature graph consists of more than 280M nodes, representing papers, authors, entities and various interactions between them (e.g., authorships, citations, entity mentions). We reduce literature graph construction into familiar NLP tasks (e.g., entity extraction and linking), point out research challenges due to… CONTINUE READING

    Figures, Tables, and Topics from this paper.

    Citations

    Publications citing this paper.
    SHOWING 1-10 OF 69 CITATIONS

    Requirements Analysis for an Open Research Knowledge Graph

    VIEW 7 EXCERPTS
    CITES BACKGROUND & METHODS
    HIGHLY INFLUENCED

    Building a PubMed knowledge graph

    FILTER CITATIONS BY YEAR

    2018
    2020

    CITATION STATISTICS

    • 7 Highly Influenced Citations

    • Averaged 23 Citations per year from 2018 through 2020

    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 27 REFERENCES

    TabEL: Entity Linking in Web Tables

    VIEW 1 EXCERPT

    Design Challenges for Entity Linking

    VIEW 1 EXCERPT

    Identifying Meaningful Citations

    VIEW 1 EXCERPT

    CHEMDNER: The drugs and chemical names extraction challenge

    VIEW 2 EXCERPTS