stereotype

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#stereotype

Prior over Evidence: Stereotype-Driven Diagnosis in LLM-Based L2 Pronunciation Feedback

arXiv cs.CL · 2026-06-16 Cached

This paper investigates whether LLMs provide grounded pronunciation feedback to L2 English learners, finding that LLMs often rely on stereotypes and prior knowledge rather than acoustic evidence, leading to inaccurate but coherent feedback.

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#stereotype

Shiny Stories, Hidden Struggles: Investigating the Representation of Disability Through the Lens of LLMs

arXiv cs.CL · 2026-05-21 Cached

Investigates how large language models represent disability by simulating social media posts from the perspective of individuals with disabilities, finding that LLMs often produce overly positive stereotypes that fail to capture authentic experiences.

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