Corpus ID: 226965445

Zero-shot Learning for Relation Extraction

@article{Gong2020ZeroshotLF,
  title={Zero-shot Learning for Relation Extraction},
  author={Jiaying Gong and H. Eldardiry},
  journal={ArXiv},
  year={2020},
  volume={abs/2011.07126}
}

Jiaying Gong, H. Eldardiry

Published 2020

Computer Science

ArXiv

Most existing supervised and few-shot learning relation extraction methods have relied on labeled training data. However, in real-world scenarios, there exist many relations for which there is no available training data. We address this issue from the perspective of zero-shot learning (ZSL) which is similar to the way humans learn and recognize new concepts with no prior knowledge. We propose a zero-shot learning relation extraction (ZSLRE) framework, which focuses on recognizing novel… CONTINUE READING

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