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Information Retrieval

Self-Retrieval: End-to-End Information Retrieval with One Large Language Model
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AI Generated Natural Language Processing Information Retrieval 🏢 Chinese Information Processing Laboratory, Institute of Software, Chinese Academy of Sciences
Self-Retrieval revolutionizes information retrieval by unifying indexing, retrieval, and reranking within a single large language model, achieving significantly improved performance.
MUVERA: Multi-Vector Retrieval via Fixed Dimensional Encoding
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Natural Language Processing Information Retrieval 🏢 Google Research
MUVERA: Revolutionizing multi-vector retrieval with single-vector speed and accuracy!
Generative Retrieval Meets Multi-Graded Relevance
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Information Retrieval 🏢 University of Chinese Academy of Sciences
GR2, a novel framework, extends generative retrieval to handle multi-graded relevance, addressing limitations of existing binary-relevance approaches by enhancing docid distinctness and implementing m…