LM-Polygraph: Uncertainty Estimation for Language Models EMNLP

Ekaterina Fadeeva | Roman Vashurin | Akim Tsvigun | Artem Vazhentsev | Sergey Petrakov | Kirill Fedyanin | Daniil Vasilev | Elizaveta Goncharova | Alexander Panchenko | Maxim Panov | Timothy Baldwin | Artem Shelmanov |

Uncertainty Estimation for Debiased Models: Does Fairness Hurt Reliability? IJCNLP AACL

Gleb Kuzmin | Artem Vazhentsev | Artem Shelmanov | Xudong Han | Simon Suster | Maxim Panov | Alexander Panchenko | Timothy Baldwin |

Efficient Out-of-Domain Detection for Sequence to Sequence Models F i n d i n g s - A C L

Artem Vazhentsev | Akim Tsvigun | Roman Vashurin | Sergey Petrakov | Daniil Vasilev | Maxim Panov | Alexander Panchenko | Artem Shelmanov |

Hybrid Uncertainty Quantification for Selective Text Classification in Ambiguous Tasks ACL

Artem Vazhentsev | Gleb Kuzmin | Akim Tsvigun | Alexander Panchenko | Maxim Panov | Mikhail Burtsev | Artem Shelmanov |

Uncertainty Estimation of Transformer Predictions for Misclassification Detection ACL

Artem Vazhentsev | Gleb Kuzmin | Artem Shelmanov | Akim Tsvigun | Evgenii Tsymbalov | Kirill Fedyanin | Maxim Panov | Alexander Panchenko | Gleb Gusev | Mikhail Burtsev | Manvel Avetisian | Leonid Zhukov |

ALToolbox: A Set of Tools for Active Learning Annotation of Natural Language Texts EMNLP

Akim Tsvigun | Leonid Sanochkin | Daniil Larionov | Gleb Kuzmin | Artem Vazhentsev | Ivan Lazichny | Nikita Khromov | Danil Kireev | Aleksandr Rubashevskii | Olga Shahmatova |