Uncertainty Estimation of Transformer Predictions for Misclassification Detection. - Artem Vazhentsev; Gleb Kuzmin; Artem Shelmanov; Akim Tsvigun; Evgenii Tsymbalov; Kirill Fedyanin; Maxim Panov; Alexander Panchenko; Gleb Gusev; Mikhail Burtsev 001; Manvel Avetisian; Leonid Zhukov (ACL (1), 2022)

Active Learning for Abstractive Text Summarization. - Akim Tsvigun; Ivan Lysenko; Danila Sedashov; Ivan Lazichny; Eldar Damirov; Vladimir Karlov; Artemy Belousov; Leonid Sanochkin; Maxim Panov; Alexander Panchenko; Mikhail Burtsev 001; Artem Shelmanov (EMNLP (Findings), 2022)

ALToolbox: A Set of Tools for Active Learning Annotation of Natural Language Texts. - Akim Tsvigun; Leonid Sanochkin; Daniil Larionov; Gleb Kuzmin; Artem Vazhentsev; Ivan Lazichny; Nikita Khromov; Danil Kireev; Aleksandr Rubashevskii; Olga Shahmatova (EMNLP (Demos), 2022)

Towards Computationally Feasible Deep Active Learning. - Akim Tsvigun; Artem Shelmanov; Gleb Kuzmin; Leonid Sanochkin; Daniil Larionov; Gleb Gusev; Manvel Avetisian; Leonid Zhukov (NAACL-HLT (Findings), 2022)

Hybrid Uncertainty Quantification for Selective Text Classification in Ambiguous Tasks. - Artem Vazhentsev; Gleb Kuzmin; Akim Tsvigun; Alexander Panchenko; Maxim Panov; Mikhail Burtsev 001; Artem Shelmanov (ACL (1), 2023)

Efficient Out-of-Domain Detection for Sequence to Sequence Models. - Artem Vazhentsev; Akim Tsvigun; Roman Vashurin; Sergey Petrakov; Daniil Vasilev; Maxim Panov; Alexander Panchenko; Artem Shelmanov (ACL (Findings), 2023)

LM-Polygraph: Uncertainty Estimation for Language Models. - Ekaterina Fadeeva; Roman Vashurin; Akim Tsvigun; Artem Vazhentsev; Sergey Petrakov; Kirill Fedyanin; Daniil Vasilev; Elizaveta Goncharova; Alexander Panchenko; Maxim Panov; Timothy Baldwin; Artem Shelmanov (EMNLP (Demos), 2023)

M4: Multi-generator, Multi-domain, and Multi-lingual Black-Box Machine-Generated Text Detection. - Yuxia Wang; Jonibek Mansurov; Petar Ivanov; Jinyan Su; Artem Shelmanov; Akim Tsvigun; Chenxi Whitehouse; Osama Mohammed Afzal; Tarek Mahmoud; Alham Fikri Aji; Preslav Nakov (CoRR, 2023)

M4GT-Bench: Evaluation Benchmark for Black-Box Machine-Generated Text Detection. - Yuxia Wang; Jonibek Mansurov; Petar Ivanov; Jinyan Su; Artem Shelmanov; Akim Tsvigun; Osama Mohammed Afzal; Tarek Mahmoud; Giovanni Puccetti 002; Thomas Arnold 002; Alham Fikri Aji; Nizar Habash; et al. (ACL (1), 2024)

M4: Multi-generator, Multi-domain, and Multi-lingual Black-Box Machine-Generated Text Detection. - Yuxia Wang; Jonibek Mansurov; Petar Ivanov; Jinyan Su; Artem Shelmanov; Akim Tsvigun; Chenxi Whitehouse; Osama Mohammed Afzal; Tarek Mahmoud; Toru Sasaki; Thomas Arnold 002; Alham Fikri Aji; et al. (EACL (1), 2024)

EAI: Emotional Decision-Making of LLMs in Strategic Games and Ethical Dilemmas. - Mikhail Mozikov; Nikita Severin; Valeria Bodishtianu; Maria Glushanina; Ivan Nasonov; Daniil Orekhov; Pekhotin Vladislav; Ivan Makovetskiy; Mikhail Baklashkin; Vasily Lavrentyev; Akim Tsvigun; Denis Turdakov; et al. (NeurIPS, 2024)

SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Machine-Generated Text Detection. - Yuxia Wang; Jonibek Mansurov; Petar Ivanov; Jinyan Su; Artem Shelmanov; Akim Tsvigun; Osama Mohammed Afzal; Tarek Mahmoud; Giovanni Puccetti 002; Thomas Arnold 002 (SemEval@NAACL, 2024)

M4GT-Bench: Evaluation Benchmark for Black-Box Machine-Generated Text Detection. - Yuxia Wang; Jonibek Mansurov; Petar Ivanov; Jinyan Su; Artem Shelmanov; Akim Tsvigun; Osama Mohanned Afzal; Tarek Mahmoud; Giovanni Puccetti 002; Thomas Arnold 002; Alham Fikri Aji; Nizar Habash; et al. (CoRR, 2024)

SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Machine-Generated Text Detection. - Yuxia Wang; Jonibek Mansurov; Petar Ivanov; Jinyan Su; Artem Shelmanov; Akim Tsvigun; Osama Mohammed Afzal; Tarek Mahmoud; Giovanni Puccetti 002; Thomas Arnold 002; Chenxi Whitehouse; Alham Fikri Aji; et al. (CoRR, 2024)

Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph. - Roman Vashurin; Ekaterina Fadeeva; Artem Vazhentsev; Akim Tsvigun; Daniil Vasilev; Rui Xing; Abdelrahman Boda Sadallah; Lyudmila Rvanova; Sergey Petrakov; Alexander Panchenko; Timothy Baldwin; Preslav Nakov; et al. (CoRR, 2024)

LLM-DetectAIve: a Tool for Fine-Grained Machine-Generated Text Detection. - Mervat Abassy; Kareem Ashraf Elozeiri; Alexander Aziz; Minh Ngoc Ta; Raj Vardhan Tomar; Bimarsha Adhikari; Saad El Dine Ahmed; Yuxia Wang; Osama Mohammed Afzal; Zhuohan Xie; Jonibek Mansurov; Ekaterina Artemova; et al. (CoRR, 2024)

Hands-On Tutorial: Labeling with LLM and Human-in-the-Loop. - Ekaterina Artemova; Akim Tsvigun; Dominik Schlechtweg; Natalia Fedorova; Sergei Tilga; Boris Obmoroshev (CoRR, 2024)

SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Black-Box Machine-Generated Text Detection. - Yuxia Wang; Jonibek Mansurov; Petar Ivanov; Jinyan Su; Artem Shelmanov; Akim Tsvigun; Osama Mohammed Afzal; Tarek Mahmoud; Giovanni Puccetti 002; Thomas Arnold 002; Chenxi Whitehouse; Alham Fikri Aji; et al. (Zenodo, 2024)

GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human. - Yuxia Wang; Artem Shelmanov; Jonibek Mansurov; Akim Tsvigun; Vladislav Mikhailov; Rui Xing; Zhuohan Xie; Jiahui Geng; Giovanni Puccetti 002; Ekaterina Artemova; Jinyan Su; Minh Ngoc Ta; et al. (COLING Workshops, 2025)

Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph. - Roman Vashurin; Ekaterina Fadeeva; Artem Vazhentsev; Lyudmila Rvanova; Daniil Vasilev; Akim Tsvigun; Sergey Petrakov; Rui Xing; Abdelrahman Boda Sadallah; Kirill Grishchenkov; Alexander Panchenko; Timothy Baldwin; et al. (Trans. Assoc. Comput. Linguistics, 2025)

Is Human-Like Text Liked by Humans? Multilingual Human Detection and Preference Against AI. - Yuxia Wang; Rui Xing; Jonibek Mansurov; Giovanni Puccetti 002; Zhuohan Xie; Minh Ngoc Ta; Jiahui Geng; Jinyan Su; Mervat Abassy; Saad El Dine Ahmed; Kareem Ashraf Elozeiri; Nurkhan Laiyk; et al. (CoRR, 2025)

A Head to Predict and a Head to Question: Pre-trained Uncertainty Quantification Heads for Hallucination Detection in LLM Outputs. - Artem Shelmanov; Ekaterina Fadeeva; Akim Tsvigun; Ivan Tsvigun; Zhuohan Xie; Igor Kiselev; Nico Daheim; Caiqi Zhang; Artem Vazhentsev; Mrinmaya Sachan; Preslav Nakov; Timothy Baldwin (CoRR, 2025)

ATGen: A Framework for Active Text Generation. - Akim Tsvigun; Daniil Vasilev; Ivan Tsvigun; Ivan Lysenko; Talgat Bektleuov; Aleksandr Medvedev; Uliana Vinogradova; Nikita Severin; Mikhail Mozikov; Andrey V. Savchenko; Rostislav Grigorev; Ramil Kuleev; et al. (CoRR, 2025)