27-30 October 2026
Sevastopol Hotel
Europe/Moscow timezone
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Large language models in astrophysics and prospects for applying GigaChat to Baikal-GVD and TAIGA

29 Oct 2026, 18:05
15m
Conference Hall 3 ()

Conference Hall 3

Oral talk Artificial Intelligence in particle physics and astrophysics Artificial Intelligence in particle physics and astrophysics

Speaker

Ilya Plavunov

Description

We review applications of large language models in astrophysics and astroparticle physics, including literature retrieval, scientific programming, observational data analysis, and computational experiments. We compare three complementary approaches: domain adaptation, retrieval-augmented generation, and agents that use external tools. Building on this comparison, we propose an architecture for a research assistant for Baikal-GVD and TAIGA. Particular attention is given to GigaChat as a promising foundation for a Russian-language scientific assistant. Its Russian-language specialization and the availability of open weights provide opportunities for adaptation to collaboration documentation and deployment within collaboration computing infrastructure. We propose three pilot use cases: extracting information from astronomical alerts, reproducing a selected analysis, and answering questions about technical documentation. We formulate a protocol for domain-specific evaluation using AstroMLab-1 and collaboration tasks. Integration with scientific tools, computational reproducibility, and validation of physical results are discussed as requirements for developing a GigaChat-based assistant.

Primary author

Presentation Materials

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