ConformalGuard: False-Positive-Controlled Action Gating for LM Classifiers
Language model classifiers are increasingly deployed for high-stakes decisions such as phishing screening, content moderation, and fraud triage, yet validation-set thresholds provide no finite-sample control of deployment-time false positives. We present ConformalGuard, a model-agnostic calibration layer that wraps a f...
Bishnu Bista, Dhanraj Haibatrao Jadhav, Vibha Choudhary et al.
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