Artificial Text Detection via Examining the Topology of Attention Maps
Laida Kushnareva, Daniil Cherniavskii, Vladislav Mikhailov, Ekaterina Artemova, Serguei Barannikov, Alexander Bernstein, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
2021Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing28 citationsDOIOpen Access PDF
Abstract
Laida Kushnareva, Daniil Cherniavskii, Vladislav Mikhailov, Ekaterina Artemova, Serguei Barannikov, Alexander Bernstein, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev. Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing. 2021.
Topics & Concepts
InterpretabilityRobustness (evolution)Computer scienceArtificial intelligenceField (mathematics)Generative grammarMachine learningNatural language processingMathematicsGeneChemistryBiochemistryPure mathematicsTopological and Geometric Data Analysis