Relative pairwise confidence comparisons aggregated by rank aggregation produce more reliable confidence scores for language models than direct absolute confidence prompts.
DeGroot and Stephen E
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Language Models Prefer What They Know: Relative Confidence Estimation via Confidence Preferences
Relative pairwise confidence comparisons aggregated by rank aggregation produce more reliable confidence scores for language models than direct absolute confidence prompts.