A Scalable Entity-Based Framework for Auditing Bias in LLMs

ArXi:2601.12374v2 Announce Type: replace-cross Existing approaches to bias evaluation in large language models (LLMs) trade ecological validity for statistical control, relying either on artificial prompts that poorly reflect real-world use or on naturalistic tasks that lack scale and rigor. We