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Differential Tweetment - Mitigating Racial Dialect Bias in Harmful Tweet Detection

Differential Tweetment - Mitigating Racial Dialect Bias in Harmful Tweet Detection

ACM FAccT Conference via YouTube Direct link

Adversary Debiasing

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Adversary Debiasing

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Classroom Contents

Differential Tweetment - Mitigating Racial Dialect Bias in Harmful Tweet Detection

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  1. 1 Introduction
  2. 2 Overview
  3. 3 Harmful Tweets
  4. 4 The Problem
  5. 5 The Consequences
  6. 6 Data Set Bias
  7. 7 Motivation
  8. 8 Bias Mitigation Techniques
  9. 9 Adversary Debiasing
  10. 10 Performance
  11. 11 Results
  12. 12 Key takeaways
  13. 13 Big questions
  14. 14 Predatory inclusion
  15. 15 Future research

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