Vashurin, Roman
- LM-Polygraph: Uncertainty Estimation for Language Models
2023/11/13 by Ekaterina Fadeeva, Fadeeva, Ekaterina, Roman Vashurin +21 · 19 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 Vashurin, Roman, Fadeeva, Ekaterina, Vazhentsev, Artem +12 · 22 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Uncertainty Quantification for LLMs through Minimum Bayes Risk: Bridging Confidence and Consistency
2025/02/07 by Roman Vashurin, Vashurin, Roman, Maiya Goloburda +9 · 9 citations
Engineering · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Fault Detection and Control Systems
- Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval Augmented Generation
2025/05/27 by Fadeeva, Ekaterina, Rubashevskii, Aleksandr, Vashurin, Roman +6 · 3 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences