Andrei Kalmykov

Data-Centric Post-Training for Financial Reasoning: Mining, Distillation, and Verifiable Learning

This work presents a data-centric pipeline that constructs complementary corpora by mining open-source reasoning traces, distilling financial instruction data, and generating knowledge-graph-guided question-answer pairs from financial educational material and shows that retention-aware adaptation can improve financial...