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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Pengcheng Jiang

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Book Open access Aug 2026

Structure Shapes the Future of DataxLLM Systems: Retrieval, Structuring, and Reasoning

This tutorial presents a unified vision in which structuring serves as the enabling foundation for three pillars of next-generation LLM systems, highlighting how the cooperative interplay between classical KDD techniques and modern LLMs-where KDD defines structural schemas and quality constraints while LLMs execute fle...

Peng-Cheng Jiang, Jiashuo Sun, Wonbin Kweon et al. · 0 citations
Book Open access Aug 2026

Structure Shapes the Future of DataxLLM Systems: Retrieval, Structuring, and Reasoning

This tutorial presents a unified vision in which structuring serves as the enabling foundation for three pillars of next-generation LLM systems, highlighting how the cooperative interplay between classical KDD techniques and modern LLMs-where KDD defines structural schemas and quality constraints while LLMs execute fle...

Pengcheng Jiang, Jiashuo Sun, Wonbin Kweon et al. · 0 citations

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