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Daiwei Chen, Zhoutong Fu, Chengming Jiang, Haichao Zhang, Ran Zhou, Tan Wang, Chunnan Yao, Guoyao Li, Rui Cai, Yihan Cao, Ruijie Jiang, Fedor Borisyuk, Jianqiang Shen, Jingwei Wu, Ramya Korlakai Vinayak · 2026 · arXiv 2604.02324

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LLMs Need Encoders for Semantic IDs Too

cs.IR · 2026-05-29 · unverdicted · novelty 7.0

PrefixMem encoder for Semantic IDs improves deepest-level accuracy by up to 46% relative and full-SID retrieval recall by up to 22% relative on Pinterest data across LLM families.

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  • LLMs Need Encoders for Semantic IDs Too cs.IR · 2026-05-29 · unverdicted · none · ref 5

    PrefixMem encoder for Semantic IDs improves deepest-level accuracy by up to 46% relative and full-SID retrieval recall by up to 22% relative on Pinterest data across LLM families.