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

Comments: 42 pages, 1 figure, 19 tables. Data and reproducibility materials: https://doi.org/10.5281/zenodo.21968239

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

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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