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cs.LG 1

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2026 1

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Quantifying and Mitigating Self-Preference Bias of LLM Judges

cs.LG · 2026-04-24 · unverdicted · novelty 6.0 · 2 refs

An automated framework using equal-quality response pairs quantifies self-preference bias in LLM judges and reduces it by 31.5% via a cognitive-load-based multi-dimensional evaluation strategy.

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  • Quantifying and Mitigating Self-Preference Bias of LLM Judges cs.LG · 2026-04-24 · unverdicted · none · ref 7 · 2 links

    An automated framework using equal-quality response pairs quantifies self-preference bias in LLM judges and reduces it by 31.5% via a cognitive-load-based multi-dimensional evaluation strategy.