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Racial Bias In NLP.pdf

2305.19409.pdf
Preview of Racial Bias in NLP
🔗 Source: arxiv.org
📊 Size: 901 KB
📄 Pages: 14 pages
⬇️ Downloads: 274

Summary

Researchers examined the risks of racial biases in NLP tools for child protective services, investigating algorithmic fairness in risk prediction, coreference resolution, and named entity recognition. They found consistent algorithmic unfairness in NER models and possible unfairness in coreference resolution models, but little evidence of exacerbated racial bias in risk prediction, highlighting potential concerns in deploying NLP tools in CPS settings.

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Description

Researchers examined the risks of racial biases in NLP tools for child protective services, investigating algorithmic fairness in risk prediction, coreference...

Technical Information

  • File Format: PDF
  • File Size: 901 KB
  • Pages: 14
  • Language: EN
  • Total Downloads: 274
  • Last Updated: 1 month ago

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