Gold-Guided Programmatic Distillation for Financial Reasoning over Hybrid Tables and Text
This work develops an approach that transfers reliable numerical reasoning from a large teacher model to a compact student using execution-verified Python programs instead of free-form textual rationales, and introduces an iterative recovery stage that revisits teacher-failed examples, enabling the student to recover a...