Jakub Binkowski
5 papers · 2024–2026 · 4 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (16) 🧭 Keyword Pioneer 🐝 Cross-Pollinator (15)
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The Questioner
Conferences
EMNLP (2)
ACL (1)
COLING (1)
EACL (1)
Top co-authors
Keywords
hallucination detection
(3)
large language model
(2)
graph neural network
(2)
natural language processing
(1)
graph representation
(1)
graph structure
(1)
eigenvalue decomposition
(1)
performance evaluation
(1)
spectral analysis
(1)
knowledge graph
(1)
knowledge graph embedding
(1)
hidden state
(1)
evaluation metric
(1)
sampling method
(1)
attention map
(1)
human evaluation
(1)
laplacian eigenvalue
(1)
semantic evaluation
(1)
regression problem
(1)
rouge score
(1)
Papers
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs
EACL 2026
When Will the Tokens End? Graph-Based Forecasting for LLMs Output Length
ACL 2025
Hallucination Detection in LLMs Using Spectral Features of Attention Maps
EMNLP 2025
The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs
EMNLP 2025
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings
COLING 2024