Noisy Text Sequences Aggregation as a Summarization Subtask. - Sergey Pletenev (CSW@VLDB, 2021)

Transformers Compression: A Study of Matrix Decomposition Methods Using Fisher Information. - Sergey Pletenev; Daniil Moskovskiy; Viktoria Chekalina; Mikhail Seleznyov; Sergey Zagoruyko; Alexander Panchenko (AIST, 2023)

A Computational Study of Matrix Decomposition Methods for Compression of Pre-trained Transformers. - Sergey Pletenev; Viktoria Chekalina; Daniil Moskovskiy; Mikhail Seleznev; Sergey Zagoruyko; Alexander Panchenko (PACLIC, 2023)

SomethingAwful at PAN 2024 TextDetox: Uncensored Llama 3 Helps to Censor Better. - Sergey Pletenev (CLEF (Working Notes), 2024)

LLMs to Replace Crowdsourcing For Parallel Data Creation? The Case of Text Detoxification. - Daniil Moskovskiy; Sergey Pletenev; Alexander Panchenko (EMNLP (Findings), 2024)

Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home. - Viktor Moskvoretskii; Maria Marina; Mikhail Salnikov; Nikolay Ivanov; Sergey Pletenev; Daria Galimzianova; Nikita Krayko; Vasily Konovalov; Irina Nikishina; Alexander Panchenko (ACL (1), 2025)

SynthDetoxM: Modern LLMs are Few-Shot Parallel Detoxification Data Annotators. - Daniil Moskovskiy; Nikita Sushko; Sergey Pletenev; Elena Tutubalina; Alexander Panchenko (NAACL (Long Papers), 2025)

How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM? - Sergey Pletenev; Maria Marina; Daniil Moskovskiy; Vasily Konovalov; Pavel Braslavski 001; Alexander Panchenko; Mikhail Salnikov (NAACL (Findings), 2025)

Memory Efficient LM Compression Using Fisher Information from Low-Rank Representations. - Daniil Moskovskiy; Sergey Pletenev; Sergey Zagoruyko; Alexander Panchenko (NLDB (1), 2025)

Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home. - Viktor Moskvoretskii; Maria Lysyuk; Mikhail Salnikov; Nikolay Ivanov; Sergey Pletenev; Daria Galimzianova; Nikita Krayko; Vasily Konovalov; Irina Nikishina; Alexander Panchenko (CoRR, 2025)

LLM-Independent Adaptive RAG: Let the Question Speak for Itself. - Maria Marina; Nikolay Ivanov; Sergey Pletenev; Mikhail Salnikov; Daria Galimzianova; Nikita Krayko; Vasily Konovalov; Alexander Panchenko; Viktor Moskvoretskii (CoRR, 2025)

Will It Still Be True Tomorrow? Multilingual Evergreen Question Classification to Improve Trustworthy QA. - Sergey Pletenev; Maria Marina; Nikolay Ivanov; Daria Galimzianova; Nikita Krayko; Mikhail Salnikov; Vasily Konovalov; Alexander Panchenko; Viktor Moskvoretskii (CoRR, 2025)