What Reaches Expert Review? Representation, Structural Screening, and Candidate-Form Dependence in AI-Assisted Item Development

arXiv:2608.23766 · cs.CL, cs.AI · Submitted 2026-08-24 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-08-24

Updated: 2026-08-24

Terminology

• Embeddings — 16× in this paper · explained in 2 episodes
• Calibration — 7× in this paper · explained in 7 episodes
• Provenance — 6× in this paper · explained in 3 episodes
• Redundancy — 6× in this paper · explained in 2 episodes
• Alignment — 5× in this paper · explained in 1 episode
• Exploratory Graph Analysis — 4× in this paper
• Trace — 4× in this paper · explained in 2 episodes
• Unique Variable Analysis — 3× in this paper
• Regularization — 2× in this paper · explained in 3 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Cooperation — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Homogeneity — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes

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