Aman Chadha

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Constitutional AI & AI Ethics (1)Eval Frameworks & Benchmarks (1)Natural Language Processing (1)

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Julia Kharchenko (1)Tanya Roosta (1)Chirag Shah (1)

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Aug 6, 2025

UWAug 6, 2025

I Think, Therefore I Am Under-Qualified? A Benchmark for Evaluating Linguistic Shibboleth Detection in LLM Hiring Evaluations

LLMs evaluating job candidates exhibit significant bias against hedging language, docking candidates by 25.6% on average, even when the content is equivalent.

Julia Kharchenko, Tanya Roosta, Aman Chadha +1

Constitutional AI & AI Ethics Eval Frameworks & Benchmarks Natural Language Processing

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Aman Chadha

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Frequent co-authors

Papers (1)