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cs.IR 1

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2025 1

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CONDITIONAL 1

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LLM-Driven Dual-Level Multi-Interest Modeling for Recommendation

cs.IR · 2025-07-15 · conditional · novelty 6.0

LDMI reports consistent accuracy gains over state-of-the-art multi-interest recommenders on Amazon Beauty, Books, and Video Games by combining LLM-driven semantic clusters with collaborative capsules and crowd-level contrastive learning.

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  • LLM-Driven Dual-Level Multi-Interest Modeling for Recommendation cs.IR · 2025-07-15 · conditional · none · ref 45

    LDMI reports consistent accuracy gains over state-of-the-art multi-interest recommenders on Amazon Beauty, Books, and Video Games by combining LLM-driven semantic clusters with collaborative capsules and crowd-level contrastive learning.