Contrastive decoding reduces score-range sensitivity in LLM judges for summarization and raises average Spearman correlation with human ratings by up to 11.7 percent across different score ranges.
InThe Thirteenth International Conference on Learning Representations
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Contrastive Decoding Mitigates Score Range Bias in LLM-as-a-Judge
Contrastive decoding reduces score-range sensitivity in LLM judges for summarization and raises average Spearman correlation with human ratings by up to 11.7 percent across different score ranges.