Relative pairwise confidence comparisons aggregated by rank aggregation produce more reliable confidence scores for language models than direct absolute confidence prompts.
Claude 3.5 Sonnet
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
method 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1roles
method 1polarities
use method 1representative citing papers
citing papers explorer
-
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.