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

arXiv:2608.18091v3 Announce Type: replace-cross Abstract: 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. However, this bias has bee