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cs.CL2025

Table-R1: Inference-Time Scaling for Table Reasoning

Zheyuan Yang, Lyuhao Chen, Arman Cohan +1

In this work, we present the first study to explore inference-time scaling on table reasoning tasks. We develop and evaluate two post-training strategies to enable inference-time s…

cs.CL2024

DocMath-Eval: Evaluating Math Reasoning Capabilities of LLMs in Understanding Long and Specialized Documents

Yilun Zhao, Yitao Long, Hongjun Liu +7

Recent LLMs have demonstrated remarkable performance in solving exam-like math word problems. However, the degree to which these numerical reasoning skills are effective in real-wo…