Sparse autoencoders turn neural AI-text detectors into readable classifiers
Classifiers using only interpretable SAE features beat neural and stylometric detectors on out-of-distribution text.
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Two Conformal Constructions for Adaptive Within-Document AI-Text Screening
Two conformal constructions bound false alerts during adaptive within-document screening for AI-generated text.