Zero-shot Entity Linking with Dense Entity Retrieval

@inproceedings{Wu2020ZeroshotEL,
  title={Zero-shot Entity Linking with Dense Entity Retrieval},
  author={Ledell Yu Wu and F. Petroni and Martin Josifoski and Sebastian Riedel and Luke Zettlemoyer},
  booktitle={EMNLP},
  year={2020}
}
We consider the zero-shot entity-linking challenge where each entity is defined by a short textual description, and the model must read these descriptions together with the mention context to make the final linking decisions. In this setting, retrieving entity candidates can be particularly challenging, since many of the common linking cues such as entity alias tables and link popularity are not available. In this paper, we introduce a simple and effective two-stage approach for zero-shot… Expand
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References

SHOWING 1-10 OF 31 REFERENCES
Learning Dense Representations for Entity Retrieval
  • 31
  • Highly Influential
  • PDF
End-to-End Neural Entity Linking
  • 91
  • PDF
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation
  • 205
  • Highly Influential
  • PDF
Neural Collective Entity Linking
  • 45
  • PDF
Scalable graph-based individual named entity identification
  • 1
  • PDF
Modeling Mention, Context and Entity with Neural Networks for Entity Disambiguation
  • 145
  • PDF
Fine-Grained Entity Typing for Domain Independent Entity Linking
  • 12
  • Highly Influential
  • PDF
Effective Use of Context in Noisy Entity Linking
  • 9
  • PDF
...
1
2
3
4
...