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Jin-Tao Liu

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#machine learning Preprint Oct 2026

Reasoning Reranking with Semantic IDs as the Sole Item Representation

Reasoning rerankers write a rationale before ranking a candidate slate, and existing systems read item metadata to do so, even though generative recommenders increasingly represent items as compact Semantic IDs (SIDs). Ranking from SIDs alone has two appeals: SID prompts are far shorter than the matched item text, and...

Zhenwei Tang, Jin-Tao Liu, Di Bai et al. · 0 citations

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