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Cross-Prompt Generalization in Detecting AI-Generated Fake News Using Interpretable Linguistic Features

arXiv cs.CL · 5d ago Cached

Researchers from Kennesaw State University investigate cross-prompt generalization in detecting AI-generated fake news using interpretable linguistic features (lexical diversity, readability, emotion). A random forest classifier trained on one prompting strategy and tested on another achieves AUC values of 0.988–1.000, suggesting these features capture stable, generalizable properties of AI-generated text.

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#ai-generated-text-detection

AEyeDE: An Attention-Based Attribution Framework for AI-Generated Text Detection

arXiv cs.CL · 2026-06-02 Cached

AEyeDE is an attention-based attribution framework that uses a proxy Transformer model to extract attention maps from text and trains a lightweight CNN to distinguish human-written from AI-generated text, outperforming text-only baselines and showing robustness across settings.

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