Jakub Binkowski

According to our database, Jakub Binkowski authored at least 13 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Attention Sinks as Internal Signals for Hallucination Detection in Large Language Models.

Jakub Binkowski, Kamil Adamczewski, Tomasz Kajdanowicz

CoRR, April, 2026

FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs.

Albert Sawczyn, Jakub Binkowski, Denis Janiak, Bogdan Gabrys, Tomasz Kajdanowicz

Proceedings of the Findings of the Association for Computational Linguistics: EACL 2026, 2026

2025

Dissecting Mahalanobis: How Feature Geometry and Normalization Shape OOD Detection.

Denis Janiak, Jakub Binkowski, Tomasz Kajdanowicz

CoRR, October, 2025

The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs.

Denis Janiak, Jakub Binkowski, Albert Sawczyn, Bogdan Gabrys, Ravid Shwartz-Ziv, Tomasz Kajdanowicz

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

Hallucination Detection in LLMs Using Spectral Features of Attention Maps.

Jakub Binkowski, Denis Janiak, Albert Sawczyn, Bogdan Gabrys, Tomasz Kajdanowicz

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 Piotrowski, Mateusz Bystronski, Mikolaj Holysz, Jakub Binkowski, Grzegorz Chodak, Tomasz Kajdanowicz

Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 4: Student Research Workshop), 2025

2024

Enhancing Out-of-Distribution Detection Through Stochastic Embeddings in Self-supervised Learning.

Denis Janiak, Jakub Binkowski, Piotr Bielak, Tomasz Kajdanowicz

Proceedings of the Computational Science - ICCS 2024, 2024

Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings.

Albert Sawczyn, Jakub Binkowski, Piotr Bielak, Tomasz Kajdanowicz

Proceedings of the 2024 Joint International Conference on Computational Linguistics, 2024

2023

A deeper look at Graph Embedding RetroFitting.

Piotr Bielak, Jakub Binkowski, Albert Sawczyn, Katsiaryna Viarenich, Daria Puchalska, Tomasz Kajdanowicz

J. Comput. Sci., April, 2023

Unveiling the Potential of Probabilistic Embeddings in Self-Supervised Learning.

Denis Janiak, Jakub Binkowski, Piotr Bielak, Tomasz Kajdanowicz

CoRR, 2023

RAFEN - Regularized Alignment Framework for Embeddings of Nodes.

Kamil Tagowski, Piotr Bielak, Jakub Binkowski, Tomasz Kajdanowicz

Proceedings of the Computational Science - ICCS 2023, 2023

Graph-Level Representations Using Ensemble-Based Readout Functions.

Jakub Binkowski, Albert Sawczyn, Denis Janiak, Piotr Bielak, Tomasz Kajdanowicz

Proceedings of the Computational Science - ICCS 2023, 2023

2021

Fact-checking: relevance assessment of references in the Polish political domain.

Albert Sawczyn, Jakub Binkowski, Denis Janiak, Lukasz Augustyniak, Tomasz Kajdanowicz

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 25th International Conference KES-2021, 2021