Recent advances in machine education necessitate groundbreaking methods for discerning relevant information from complex datasets. MPOID, or Diverse-Angle Item Identification and Progressive Feature Representation, presents a promising alternative. Unlike traditional methods that often rely on fixed feature spaces, MPOID leverages multiple perspect