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About this paper

Serhii Zabolotnii, Alina Tarasova

The authors present a workflow that helps experts screen Ukrainian draft laws by locating provisions, assessing each separately with a language model, and using deterministic rules to map risks to an official taxonomy. In a blind test on 21 acts, it achieved 0.13 strict recall versus 0.00 for a single-prompt baseline; however, benchmark findings and judgments lacked expert validation.

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