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Till this point in our book, we have discussed the fundamental principles of information retrieval, exploring its key elements, and various approaches to achieving effective retrieval, including multimodal retrieval and generative retrieval. Another important application of retrieval is its integration with language models, referred to as retrieval-augmented modeling. In this chapter, we will focus on this paradigm in detail and provide a taxonomy of retrieval-augmented modeling over multiple dimensions.

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Retrieval Augmented Modeling

  • 章节

  • 发表日期：

    2025年

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  • Man Luo,
  • Tejas Gokhale,
  • Neeraj Varshney,
  • Yezhou Yang,
  • Chitta Baral

摘要

Till this point in our book, we have discussed the fundamental principles of information retrieval, exploring its key elements, and various approaches to achieving effective retrieval, including multimodal retrieval and generative retrieval. Another important application of retrieval is its integration with language models, referred to as retrieval-augmented modeling. In this chapter, we will focus on this paradigm in detail and provide a taxonomy of retrieval-augmented modeling over multiple dimensions.