3 papers
cs.CY2026
From Efficiency to Sufficiency: The Cost-Aware Measurement Design Framework for Automated Essay Scoring
Yi Gui
Compute cost in automated essay scoring (AES) is usually treated as a technical efficiency issue rather than a measurement design concern. Yet deployment decisions require more tha…
cs.CL2026
Evaluating Nonuniform Dependability Across Response Conditions: A Conditional Generalizability Framework Illustrated in Automated Essay Scoring
Yi Gui
Aggregate reliability estimates can obscure heterogeneity in measurement-design burden across response conditions, so a single G- or D-study may mischaracterize a design's adequacy…
cs.CL2026
When the Target Domain Changes: AI-Mediated Construct Drift in High-Stakes English Language AssessmenW
Yi Gui
High-stakes English proficiency tests treat standardized, unaided performance as evidence for score interpretations about academic English proficiency. This interpretation remains…