CIFQA: A Deterministic Tool-Grounded Multi-Agent LLM Framework for Financial Query Answering

Kunjesh Parekh, Anil Kumar Tiwari, Divya Saxena

Calculation-intensive financial question answering requires exact reasoning over structured rates, temporal conditions, numerical formulas, and rule-based constraints. Although Lar…