LLM uncertainty quantification should be judged by whether it improves real human decisions, not by calibration scores on trivia benchmarks.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
From Calibration to Collaboration: LLM Uncertainty Quantification Should Be More Human-Centered
LLM uncertainty quantification should be judged by whether it improves real human decisions, not by calibration scores on trivia benchmarks.