The Judge Can Debias Itself: Awareness and Self-Debiasing for Reliable LLM-as-a-Judge

Youbing Yin, Jingyu Wu, Anoop Kumar +3

LLM-as-a-Judge systems are increasingly employed for automated evaluation, yet remain susceptible to systematic biases that undermine their reliability. We demonstrate that the jud…