Steering vectors from frozen LM layers enable a lightweight classifier to detect machine-generated text robustly across domains, source models, and editing attacks.
Detectrl: Benchmarking llm-generated text detection in real-world scenarios.arXiv preprint arXiv:2410.23746, 2024
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DetectZoo is a unified toolkit providing reference implementations of 61 detectors, native loaders for 22 benchmark datasets, and a standardized evaluation pipeline for AI-generated content detection across text, audio, and image modalities.
TELL is a new architecture for AI text detection that natively supplies explanatory annotations, reaching AUROC 0.927 and a 72.3% human win-rate on explanation quality metrics.
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DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities
DetectZoo is a unified toolkit providing reference implementations of 61 detectors, native loaders for 22 benchmark datasets, and a standardized evaluation pipeline for AI-generated content detection across text, audio, and image modalities.