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Yuqing Liu

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نسخة أولية وصول مفتوح

Rethinking Semantic ID Construction for Generative Recommendation: SimHash with Parallel Decoding and Semantic Alignment

Yuqing Liu, Huiyuan Chen, Yibo Wang وآخرون · 2026

Semantic ID-based generative recommendation represents each item as a sequence of discrete tokens, enabling structured modeling of item semantics. A critical challenge is constructing semantic IDs that are both semantically expressive and computationally efficient. While recent approaches favor complex learned quantiza …

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