LLM Bias

LLM Bias

Name Swaps Expose Hidden Bias in LLM Judgments

A new paper shows that changing only names in prompts can flip LLM verdicts, revealing systematic bias through intervention consistency tests. The findings matter for AI moderation, authenticity review, and automated decision systems.