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#generative-retrieval

0 stories this week · 3 this month · 3 in 6 months · mostly AI

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Relatedinformation-retrieval2 autoregressive1 decoding1 diffusion-models1 docid1 document-identifiers1 evolutionary-search1 ms300k1 ms-marco1 nq320k1 open-weight1 product-quantization1 residual-quantization1 semantic-identifiers1

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arXiv cs.AI / cs.LG / cs.CL10d ago

LLM evolutionary search improves generative retrieval semantic indexes

On NQ320K, jointly evolving SID construction and collision handling lifts Recall@1 from 55.8% to 59.3%.

generative-retrieval semantic-identifiers

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arXiv cs.AI / cs.LG / cs.CL24d ago

A Systematic Study of Semantic ID Spaces for Generative Information Retrieval

Study unifies product and residual quantization for semantic DocIDs and tests them on MS MARCO and NQ.

generative-retrieval docid

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arXiv cs.AI / cs.LG / cs.CL24d ago

Disentangling Paradigm, Identifier, and Decoding in Generative Retrieval

Decoding choice, not just the paradigm, shifts diffusion generative retrieval Hit@1 by up to 13.7 points.

generative-retrieval diffusion-models

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