Roman Vashurin
5 papers · 2022–2025 · 3 conferences · across top CS/AI conferences
Achievements
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Interdisciplinary Bridge
π§
Keyword Pioneer
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Conference Polyglot
(3)
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Cross-Pollinator
(7)
πΊοΈ
Taxonomy Completionist
(19)
Conferences
ACL (2)
EMNLP (2)
AISTATS (1)
Top co-authors
Keywords
large language model
(3)
uncertainty quantification
(2)
text generation
(2)
uncertainty estimation
(2)
out-of-domain detection
(1)
regression analysis
(1)
weight sharing
(1)
language model
(1)
out-of-distribution detection
(1)
token probability
(1)
hallucination detection
(1)
gradient descent dynamics
(1)
embedded ensemble
(1)
infinite width limit
(1)
dropout ensemble
(1)
sequence-to-sequence model
(1)
length bia
(1)
confidence score
(1)
monte carlo dropout
(1)
length normalization
(1)
Papers
Uncertainty Quantification for Large Language Models
ACL 2025
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models
EMNLP 2025
Efficient Out-of-Domain Detection for Sequence to Sequence Models
ACL 2023
LM-Polygraph: Uncertainty Estimation for Language Models
EMNLP 2023
Embedded Ensembles: infinite width limit and operating regimes
AISTATS 2022