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

#Self #Other-Labels #Induce #Bidirectional #Bias

arXiv:2608.18091v1 Announce Type: new Abstract: As LLM-as-a-judge systems become increasingly widespread, self-preference in LLMs -- the tendency to favor one's own outputs -- raises growing concerns about evaluation reliability. However, it has been studied predominantly on generated text, where…