PISKUN, O. “INSTRUCTION-GUIDED ALIGNMENT OF CHATBOTS BASED ON LARGE LANGUAGE MODELS FOR COMPLIANCE-CONSTRAINED FINANCIAL SCENARIOS”. Cherkasy University Bulletin: Applied Mathematics. Informatics, no. 1, Dec. 2025, doi:10.31651/2076-5886-2025-1-58-72.