3 papers
cs.AI2025
Program of Equations Thoughts to Solve Algebra Word Problems
Yunze Lin
Solving algebraic word problems (AWPs) has recently emerged as an important natural language processing task. Recently, large language models (LLMs) have demonstrated powerful math…
cs.LG2025
MDPO: Multi-Granularity Direct Preference Optimization for Mathematical Reasoning
Yunze Lin
Mathematical reasoning presents a significant challenge for Large Language Models (LLMs) as it requires ensuring the correctness of each reasoning step. Researchers have been stren…
cs.AI2025
SpreadsheetLLM: Encoding Spreadsheets for Large Language Models
Haoyu Dong, Jianbo Zhao, Yuzhang Tian +8
Spreadsheets are characterized by their extensive two-dimensional grids, flexible layouts, and varied formatting options, which pose significant challenges for large language model…