FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs
Albert K. Sawczyn, Jakub Binkowski, Denis P Janiak, Tomasz Kajdanowicz, Bogdan Gabrys
EACL 2026
2026
Profil
Jakub Binkowski
Doktorant
Grupy badawcze
Wykształcenie
2020
licencjat z informatyki
Politechnika Wrocławska
2021
magister informatyki
Politechnika Wrocławska
Publikacje(11)
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
2025
The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs
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
2025
When will the tokens end? Graph-based forecasting for LLMs output length
Grzegorz A. Piotrowski, Mateusz Bystroński, Mikołaj Hołysz, Jakub Binkowski, Grzegorz Chodak, Tomasz Kajdanowicz
Kerrville, TX : Association for Computational Linguistics, cop. 2025. s. 843-848.
2025
Enhancing out-of-distribution detection through stochastic embeddings in self-supervised learning
Denis P. Janiak, Jakub Binkowski, Piotr Bielak, Tomasz Kajdanowicz
Lecture notes in computer science
2024
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings
Albert K. Sawczyn, Jakub Binkowski, Piotr Bielak, Tomasz Kajdanowicz
[Gyeongju : International Committee on Computational Linguistic, 2024]. s. 5768-5782.
2024
RAFEN – Regularized Alignment Framework for Embeddings of Nodes
Kamil Tagowski, Piotr Bielak, Jakub Binkowski, Tomasz Kajdanowicz
Lecture notes in computer science
2023
A deeper look at Graph Embedding RetroFitting
Piotr Bielak, Jakub Binkowski, Albert K Sawczyn, Katsiaryna Viarenich, Daria Puchalska, Tomasz Kajdanowicz
Journal of Computational Science
2023
Graph-level representations using ensemble-based readout functions
Jakub Binkowski, Albert K Sawczyn, Denis P Janiak, Piotr Bielak, Tomasz Kajdanowicz
Lecture notes in computer science
2023
Fact-checking: relevance assessment of references in the Polish political domain
Albert K. Sawczyn, Jakub Binkowski, Denis P Janiak, Łukasz M Augustyniak, Tomasz Kajdanowicz
Procedia Computer Science
2021
Fact-checking must go on!
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.
2021