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2021.findings-acl.349.pdf
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🔗 Source: aclanthology.org
📊 Size: 299 KB
👤 Author: Oshin Agarwal ; Ani Nenkova
⬇️ Downloads: 43

Summary

Researchers from the University of Pennsylvania and Adobe Research conducted a study on the utility and interplay of gazetteers and entity segmentation for named entity recognition (NER) in English. They evaluated various methods for incorporating gazetteers and entity segmentation into neural NER models, comparing their performance across different datasets and input representations. The study found that certain approaches to incorporating gazetteers consistently improved performance, while entity segmentation methods were less effective overall. The researchers also discovered that gazetteers improved entity segmentation, not just entity typing, and that incorporating gazetteers could serve as an alternative method for recognizing long entities. The study provides a comprehensive overview of methods for incorporating gazetteers and entity segmentation in NER, as well as novel findings and analyses of their interplay.

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Researchers from the University of Pennsylvania and Adobe Research conducted a study on the utility and interplay of gazetteers and entity segmentation for...

Technical Information

  • File Format: PDF
  • File Size: 299 KB
  • Pages: 13
  • Language: EN
  • Author: Oshin Agarwal ; Ani Nenkova
  • Total Downloads: 43
  • Last Updated: 4 weeks ago

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