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Knowledge Before Models: replication package

Dongjin Kim

Zenodo (CERN European Organization for Nuclear Research), 2026

Abstract

Replication material for a study separating task-relative knowledge coverage from corpus size in air-gapped retrieval-augmented generation. Contains the evaluation pipeline, 122 hand-written evaluation questions over Korean defense acquisition law, per-condition model responses for 30 corpus conditions and three open-weight models, a closed-book control arm, grading output, and the analysis that produces every table and figure in the article.

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