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The paper introduces Operation-wise TableQA, a new task with fine-grained question taxonomy, and proposes SkillTGR, a skill-augmented table graph reasoning framework that uses graph traversal and a hierarchical SkillBank for self-evolving reasoning, achieving superior performance and efficiency.