Analysis of Community Notes shows consensus-based auditing induces strategic conformity among minorities, and a stability-weighted aggregation method improves out-of-sample prediction without penalizing disagreement.
Springer Nature
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Derives cost-adjusted bounds on the reward-penalty ratio for incentive compatibility and individual rationality in binary aggregation without verification, maps feasible regions, and states a conditional all-conforming Nash equilibrium.
citing papers explorer
-
Auditing the Auditors: Does Community-based Moderation Get It Right?
Analysis of Community Notes shows consensus-based auditing induces strategic conformity among minorities, and a stability-weighted aggregation method improves out-of-sample prediction without penalizing disagreement.
-
A Tunable Incentive Mechanism for Binary Aggregation Without Verification
Derives cost-adjusted bounds on the reward-penalty ratio for incentive compatibility and individual rationality in binary aggregation without verification, maps feasible regions, and states a conditional all-conforming Nash equilibrium.