DeepPavlov at SemEval-2024 Task 3: Multimodal Large Language Models in Emotion Reasoning. - Julia Belikova; Dmitrii Kosenko (SemEval@NAACL, 2024)

RAGulator: Effective RAG for Regulatory Question Answering. - Islam Aushev; Egor Kratkov; Evgenii Nikolaev; Andrei Glinskii; Vasilii Krikunov; Alexander Panchenko; Vasily Konovalov; Julia Belikova (COLING Workshops, 2025)

Data-efficient Meta-models for Evaluation of Context-based Questions and Answers in LLMs. - Julia Belikova; Konstantin Polev; Rauf Parchiev; Dmitry Simakov (SIGIR, 2025)

Hallucination Detection in LLMs via Topological Divergence on Attention Graphs. - Alexandra Bazarova; Aleksandr Yugay; Andrey Shulga; Alina Ermilova; Andrei V. Sokolov; Konstantin Polev; Julia Belikova; Rauf Parchiev; Dmitry Simakov; Maxim Savchenko; Andrey V. Savchenko; Serguei Barannikov; et al. (CoRR, 2025)