automated essay scoring 1bounded ai mediation 1construct validity 1dependability analysis 1entropy stratification 1generalizability theory 1generative ai 1high-stakes testing 1language assessment 1model evaluation 1
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cs.CL2026
Evaluating Nonuniform Dependability Across Response Conditions: A Conditional Generalizability Framework Illustrated in Automated Essay Scoring
Yi Gui
The paper proposes a conditional generalizability framework to assess how reliable automated essay scoring systems are across different response conditions, using entropy-based str…
cs.CL2026
When the Target Domain Changes: AI-Mediated Construct Drift in High-Stakes English Language AssessmenW
Yi Gui
The paper examines how generative AI changes the communicative demands of high‑stakes English proficiency tests, causing a misalignment called AI‑mediated construct drift, and prop…