Bias Testing and Mitigation in Black Box LLMs using Metamorphic Relations

Sina Salimian, Gias Uddin, Sumon Biswas +1

The widespread deployment of Large Language Models (LLMs) has intensified concerns about subtle social biases embedded in their outputs. Existing guardrails often fail when faced w…