AIBullisharXiv – CS AI · Apr 146/10
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PoTable: Towards Systematic Thinking via Plan-then-Execute Stage Reasoning on Tables
Researchers introduce PoTable, a novel AI framework that enhances Large Language Models' ability to reason about tabular data through systematic, stage-oriented planning before execution. The approach mimics professional data analyst workflows by breaking complex table reasoning into distinct analytical stages with clear objectives, demonstrating improved accuracy and explainability across benchmark datasets.