financial question answering 1hybrid tables 1model compression 1numerical reasoning 1programmatic distillation 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CL2026
Gold-Guided Programmatic Distillation for Financial Reasoning over Hybrid Tables and Text
Yun Dong, Erica Zhao, Elana Chen
The paper introduces a method that distills reliable numerical reasoning from a large language model into a smaller model by using execution-verified Python programs instead of tex…
cs.HC2026
From Answer Generators to Reasoning Facilitators: Designing AI Tutors for Mathematical Reasoning in High-Stakes Environments
Yuming Feng, Yuan Tian, Erica Zhao
The rapid integration of Large Language Models (LLMs) into educational technology threatens to reduce mathematical learning to mere answer generation. This paper presents a generat…