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Making Large Language Models Better Knowledge Miners for Online Marketing with Progressive Prompting Augmentation

  • The paper discusses the development of mobile economy and the importance of efficient matching between user preferences and marketing campaigns.
  • It introduces PAIR, a progressive prompting augmented mining framework for constructing a marketing-oriented knowledge graph with Large Language Models (LLMs).
  • PAIR addresses issues such as uncontrollable relation generation, insufficient prompting ability, and high deployment cost of LLMs.
  • The effectiveness of the proposed framework is validated through extensive experiments and practical applications in audience targeting.

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