Self- and Other-Labels Induce Bidirectional Bias in LLM Judges

Songeun Chae, Min Kim, Donghoon Jung +2

As LLM-as-a-judge becomes increasingly widespread, self-preference -- the tendency of a judge to favor its own outputs -- raises growing concerns about evaluation reliability. Howe…