Denis Janiak
Doktorant
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.
Grupy badawcze
Wykształcenie
- 2021
magister informatyki, specjalność sztuczna inteligencja
Politechnika Wrocławska
Publikacje10
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs
AK Sawczyn, J Binkowski, DP Janiak, T Kajdanowicz, B Gabrys
EACL 2026
Factual state discovery benchmark: evaluating fact elicitation in Polish tax law
M Bystroński, K Tagowski, DP Janiak, J Farganus, ŁM Augustyniak, T Kajdanowicz, …
Materiały konferencyjne
The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs
DP Janiak, J Binkowski, AK Sawczyn, T Kajdanowicz, B Gabrys, R Shwartz-Ziv
EMNLP 2025
Hallucination Detection in LLMs Using Spectral Features of Attention Maps
J Binkowski, DP Janiak, AK Sawczyn, T Kajdanowicz, B Gabrys
EMNLP 2025
Enhancing out-of-distribution detection through stochastic embeddings in self-supervised learning
DP Janiak, J Binkowski, P Bielak, T Kajdanowicz
Lecture notes in computer science
Graph-level representations using ensemble-based readout functions
J Binkowski, AK Sawczyn, DP Janiak, P Bielak, T Kajdanowicz
Lecture notes in computer science
This is the Way: Designing and Compiling LEPISZCZE, a Comprehensive NLP Benchmark for Polish
ŁM Augustyniak, K Tagowski, AK Sawczyn, DP Janiak, RD Bartusiak, A Szymczak, …, A Janz, P Szymański, T Kajdanowicz, M Piasecki, …
Advances in Neural Information Processing Systems
Fact-checking must go on!
J Binkowski, DP Janiak, AK Sawczyn, T Kajdanowicz, ŁM Augustyniak
Materiały konferencyjne
Fact-checking: relevance assessment of references in the Polish political domain
AK Sawczyn, J Binkowski, DP Janiak, ŁM Augustyniak, T Kajdanowicz
Procedia Computer Science · Cytowane przez 4