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Evaluating AI-Based Automated Essay Scoring Through Signal Detection Theory: Beyond Aggregate Agreement Metrics

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Applied Psychological Measurement

Published online on

Abstract

Applied Psychological Measurement, Ahead of Print.
The rapid adoption of Large Language Models (LLMs) in educational assessment has reshaped scoring practices, yet evaluation remains tethered to aggregate reliability metrics like Quadratic Weighted Kappa, which obscure discrimination and rater effects. ...