Uncertainty estimation of transformer predictions for misclassification detection A Vazhentsev, G Kuzmin, A Shelmanov, A Tsvigun, E Tsymbalov, ... Proceedings of the 60th Annual Meeting of the Association for Computational …, 2022 | 26 | 2022 |
Nonparametric uncertainty quantification for single deterministic neural network N Kotelevskii, A Artemenkov, K Fedyanin, F Noskov, A Fishkov, ... Advances in Neural Information Processing Systems 35, 36308-36323, 2022 | 12 | 2022 |
Hybrid uncertainty quantification for selective text classification in ambiguous tasks A Vazhentsev, G Kuzmin, A Tsvigun, A Panchenko, M Panov, M Burtsev, ... Proceedings of the 61st Annual Meeting of the Association for Computational …, 2023 | 6 | 2023 |
Efficient out-of-domain detection for sequence to sequence models A Vazhentsev, A Tsvigun, R Vashurin, S Petrakov, D Vasilev, M Panov, ... Findings of the Association for Computational Linguistics: ACL 2023, 1430-1454, 2023 | 6 | 2023 |
LM-Polygraph: Uncertainty Estimation for Language Models E Fadeeva, R Vashurin, A Tsvigun, A Vazhentsev, S Petrakov, K Fedyanin, ... arXiv preprint arXiv:2311.07383, 2023 | 4 | 2023 |
ALToolbox: A Set of Tools for Active Learning Annotation of Natural Language Texts A Tsvigun, L Sanochkin, D Larionov, G Kuzmin, A Vazhentsev, I Lazichny, ... Proceedings of the 2022 Conference on Empirical Methods in Natural Language …, 2022 | 2 | 2022 |
Uncertainty Estimation for Debiased Models: Does Fairness Hurt Reliability? G Kuzmin, A Vazhentsev, A Shelmanov, X Han, S Suster, M Panov, ... Proceedings of the 13th International Joint Conference on Natural Language …, 2023 | | 2023 |