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Author

Jason D. Hartline

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Preprint Aug 2026

Sample Complexity of Peer Prediction

Peer prediction seeks to incentivize agents to truthfully report an observed signal by rewarding joint sets of reports without observing a ground truth. Following the generalization of information-theoretic mutual information introduced in Kong and Schoenebeck (2019), we call a function of a joint distribution over sig...

Abdellah Aznag, Robin Bowers, Rachel Cummings et al. · 2 citations
Review Aug 2026

Scoring Rules! Statistical and Strategic Alignment for Text Evaluation Metrics

Reference-based text evaluation metrics, which are widely used to assess natural language generation systems, score a candidate response by comparing it with a reference response. The reliability of an evaluation metric is usually judged by its statistical correlation with human ratings. However, as these metrics are i...

Shengwei Xu, Yuxuan Lu, Yi-Fan Wu et al. · 0 citations

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