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Artificial IntelligenceApplied AIPreprint

One AI auditor setup scored above a baseline, but results varied

A computational preprint compared reinforcement-learning designs for language-model auditors. One calibrated pairwise checkpoint scored above an untrained baseline on the reported benchmark measures, but results varied by reward strategy and a concerningness-focused run paired a higher production-discovery score with sharply lower false-positive calibration.

Scientific publication4 min read