Hallucination Detection in LLMs Using Spectral Features of Attention Maps
Jakub Binkowski, Denis P Janiak, Albert K Sawczyn, Tomasz Kajdanowicz, Bogdan Gabrys
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
Profil
Doktorant
Jakub holds BSc and MSc in Computer Science and graduated from Wroclaw University of Science and Technology. His interest in machine learning and artificial intelligence starts in the early year of his studies. He has experience in scientific and commercial projects. During his career, he developed and deployed solutions in several ML fields, including natural language processing (automated anonymization, fake news classification) and signal processing (acoustic scene classification). His current research concerns learning representation on graphs and its applications to problems, like embedding neural network learning processes.
MSc in Computer Science
Wroclaw University of Science and Technology
BSc in Computer Science
Wroclaw University of Science and Technology
Jakub Binkowski, Denis P Janiak, Albert K Sawczyn, Tomasz Kajdanowicz, Bogdan Gabrys
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
Denis P. Janiak, Jakub Binkowski, Albert K Sawczyn, Tomasz Kajdanowicz, Bogdan Gabrys, Ravid Shwartz-Ziv
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
Grzegorz A. Piotrowski, Mateusz Bystroński, Mikołaj Hołysz, Jakub Binkowski, Grzegorz Chodak, Tomasz Kajdanowicz
Kerrville, TX : Association for Computational Linguistics, cop. 2025. s. 843-848.
Denis P. Janiak, Jakub Binkowski, Piotr Bielak, Tomasz Kajdanowicz
Lecture notes in computer science
Albert K. Sawczyn, Jakub Binkowski, Piotr Bielak, Tomasz Kajdanowicz
[Gyeongju : International Committee on Computational Linguistic, 2024]. s. 5768-5782.
Kamil Tagowski, Piotr Bielak, Jakub Binkowski, Tomasz Kajdanowicz
Lecture notes in computer science
Jakub Binkowski, Albert K Sawczyn, Denis P Janiak, Piotr Bielak, Tomasz Kajdanowicz
Lecture notes in computer science
Piotr Bielak, Jakub Binkowski, Albert K Sawczyn, Katsiaryna Viarenich, Daria Puchalska, Tomasz Kajdanowicz
Journal of Computational Science
Jakub Binkowski, Denis P Janiak, Albert K Sawczyn, Tomasz Kajdanowicz, Łukasz M Augustyniak
W: ML in PL Conference 2021, virtual-only, 5-7 November 2021. [B.m. : b.wyd., 2021]. s. 1-1.
Albert K. Sawczyn, Jakub Binkowski, Denis P Janiak, Łukasz M Augustyniak, Tomasz Kajdanowicz
Procedia Computer Science