Artem Vazhentsev
- LM-Polygraph: Uncertainty Estimation for Language Models
2023/11/13 by Ekaterina Fadeeva, Fadeeva, Ekaterina, Roman Vashurin +21 · 23 citations
Computer Science · Materials Science · #Topic Modeling #Natural Language Processing Techniques #Machine Learning in Materials Science
- Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph
2024/06/21 by Roman Vashurin, Vashurin, Roman, Ekaterina Fadeeva +26 · 24 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Token-Level Density-Based Uncertainty Quantification Methods for Eliciting Truthfulness of Large Language Models
2025/02/20 by Artem Vazhentsev, Vazhentsev, Artem, Lyudmila Rvanova +11 · 5 citations
Computer Science · #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
- Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads
2025/05/26 by Artem Vazhentsev, Lyudmila Rvanova, Vazhentsev, Artem +19 · 3 citations
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Computation and Language (cs.CL) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning and Data Classification