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

arXiv:2610.24320v1 Announce Type: new Abstract: 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 judge can effectively debias itself