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News/How AI Fails: An Interactive Pedagogical Tool for Demonstrating Dialectal Bias in Automated Toxicity Models
arxiv
PublishedApril 3, 2026 at 4:00 AM
▼bearish

How AI Fails: An Interactive Pedagogical Tool for Demonstrating Dialectal Bias in Automated Toxicity Models

Source
arxiv.orgfull article ↗
Read on arxiv→
Publisher summary· verbatim

arXiv:2511.06676v2 Announce Type: replace Abstract: Now that AI-driven moderation has become pervasive in everyday life, we often hear claims that "the AI is biased". While this is often said jokingly, the light-hearted remark reflects a deeper concern. How can we be certain that an online post flag

Models mentioned
01
  • 01unitary logo
    toxic-bert
    unitary/toxic-bert
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Discussion
Mentioned models
01
  • 01
    toxic-bert
    unitary/toxic-bert
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#bias#fairness#language-models#safety

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Mentioned models
01
  • 01
    toxic-bert
    unitary/toxic-bert
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#bias#fairness#language-models#safety
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Originally published on arxiv ↗
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