From Text to Parameters: Predicting Item Parameters from Embedding Regularization with Reliability and Design Ceilings

Shi-Ting Chen, Jinsong Chen

Newly developed items must ordinarily be field tested before their psychometric properties are known, creating a cold start problem for item calibration. Predicting item parameters…