Financial Transaction Retrieval and Contextual Evidence for Knowledge-Grounded Reasoning. - Artem Sakhno; Daniil Tomilov; Yuliana Shakhvalieva; Inessa Fedorova; Daria Ruzanova; Omar Zoloev; Andrey V. Savchenko; Maksim Makarenko (CoRR, 2026)