Tag
Proposes Partially Adjudicated Design-Based Supervised Learning (PA-DSL), a method that corrects noisy human labels using a small set of adjudicated cases to debias automated classifiers, achieving nominal coverage and reducing RMSE by 10-17% in experiments.
Proposes Triospect, a three-dimensional framework that enhances AI-generated text detection robustness against 17 types of attacks, achieving 22.3% AUROC improvement over baselines.