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)

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)

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)