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ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

Published in ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) • Aug 6, 2026
NobleIDNI2P150W728R315S855
Authors:
Wei Liu
,
Yang Gu
,
Xi Yan

Abstract

Table processing—including cleaning, transformation, augmentation, and matching—is a foundational yet error-prone stage in real-world data pipelines. While recent LLM-based approaches show promise for automating such tasks, they often struggle in practice due to ambiguous instructions, complex task ...

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