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Side-by-side Comparison Amplifies Dialect Bias in Language Models
Announce Type: replace Abstract: Language models (LMs) can exhibit biases based on variations in their dialects, even in the absence of a dialect label, a behavior known as covert dialect bias. In this work, we quantify covert dialect bias in online discourse by evaluating how LMs associate stereotypical traits (derived from social psychology research on racial bias) with intent-equivalent tweets in Standard American English (SAE) and African-American Vernacular English (AAVE). While prior...
How AI Fails: An Interactive Pedagogical Tool for Demonstrating Dialectal Bias in Automated Toxicity Models
arXiv:2511.06676v3 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 flagged as "inappropriate" was not simply the victim of a biased algorithm?
Airbnb host who offered stay in ‘peaceful white neighborhood’ sued for rejecting Black guest
Airbnb host who offered stay in ‘peaceful white neighborhood’ sued for rejecting Black guest Exclusive: ‘We have to call it out when we see it, and the only thing we can do at this moment is file a lawsuit,’ attorney Bataski Bailey told The Independent - Bookmark An Airbnb host who listed his Atlanta-area home as being situated in a “peaceful white neighborhood” is accused of rejecting a guest after finding out she was Black, according to a federal lawsuit obtained by The Independent. When...