2021

Triple Classification for Scholarly Knowledge Graph Completion

Jaradeh, Mohamad Yaser, Singh, Kuldeep, Stocker, Markus et al.

Understand

Scholarly Knowledge Graphs (KGs) provide a rich source of structured information representing knowledge encoded in scientific publications.

  • With the sheer volume of published scientific literature comprising a plethora of inhomogeneous entities and relations to describe scientific concepts, these KGs are inherently incomplete.
  • We present exBERT, a method for leveraging pre-trained transformer language models to perform scholarly knowledge graph completion.
  • We model triples of a knowledge graph as text and perform triple classification (i.e., belongs to KG or not).

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