Zero-Shot Open Entity Typing as Type-Compatible Grounding

@inproceedings{Zhou2018ZeroShotOE,
  title={Zero-Shot Open Entity Typing as Type-Compatible Grounding},
  author={Ben Zhou and Daniel Khashabi and Chen-Tse Tsai and D. Roth},
  booktitle={EMNLP},
  year={2018}
}
The problem of entity-typing has been studied predominantly in supervised learning fashion, mostly with task-specific annotations (for coarse types) and sometimes with distant supervision (for fine types. [...] Key Method Given a type taxonomy defined as Boolean functions of FREEBASE "types", we ground a given mention to a set of type-compatible Wikipedia entries and then infer the target mention's types using an inference algorithm that makes use of the types of these entries. We evaluate our system on a…Expand
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