Statistical alignment with human ratings does not imply strategic alignment: LLM-as-a-Judge is highly correlated but easily manipulated, while a new statement-level mutual-information metric is robust to manipulation.
Water from two rocks: Maximizing the mutual information
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.AI 1years
2026 1verdicts
CONDITIONAL 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Scoring Rules! Statistical and Strategic Alignment for Text Evaluation Metrics
Statistical alignment with human ratings does not imply strategic alignment: LLM-as-a-Judge is highly correlated but easily manipulated, while a new statement-level mutual-information metric is robust to manipulation.