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
Profile
PhD Student
Denis is working towards a PhD in the area of Bayesian representation learning. His interests covers mostly Bayesian, generative and probabilistic methods and their connection to neuroscience and cognition. He received MSc in Computer Science (specialty: Artificial Intelligence) from Wrocław University of Science and Technology in 2021. His has both academia and industry background; currently working in CLARIN project at WUST.
MsC in Computer Science (Artificial Intelligence)
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
Denis P. Janiak, Jakub Binkowski, Piotr Bielak, Tomasz Kajdanowicz
Lecture notes in computer science
Jakub Binkowski, Albert K Sawczyn, Denis P Janiak, Piotr Bielak, Tomasz Kajdanowicz
Lecture notes in computer science
Łukasz M. Augustyniak, Kamil Tagowski, Albert K Sawczyn, Denis P Janiak, Roman D Bartusiak, Adrian Szymczak, Marcin Wątroba, Arkadiusz Janz, Piotr Szymański, Tomasz Kajdanowicz, Maciej Piasecki, Mikołaj Morzy
Advances in Neural Information Processing Systems
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