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Jakub Simko

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#artificial intelligence Mar 2026

Interpretable Predictability-Based AI Text Detection: A Replication Study

This paper replicates and extends the system used in the AuTexTification shared task for authorship attribution of machine-generated texts, and tested newer multilingual language models and added 26 document-level stylometric features, using ablation, permutation importance, and SHAP analysis to assess feature influence.

Adam Skurla, D. Macko, Jakub Simko · arXiv.org · 0 citations