SIDInspector provides a standardized adapter contract and mapping-level probes for Semantic-ID tokenizers, with empirical contrasts showing high aliasing in GRID-style exports and superior prefix alignment from deterministic controls on Musical items.
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3 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 3representative citing papers
Cross-domain Semantic IDs from organic feed activity, quantized via RQ-FSQ, improve industrial ads CTR prediction with gains up to +0.351% AUC at 30x smaller storage.
FLUID introduces LUCID semantic codes from a multimodal encoder to retire item IDs in livestreaming rankers, with staged warmup yielding online gains of +0.55% watch duration and +2.05% cold-start views.
citing papers explorer
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SIDInspector: A Mapping-First Diagnostic Resource for Semantic-ID Tokenizers
SIDInspector provides a standardized adapter contract and mapping-level probes for Semantic-ID tokenizers, with empirical contrasts showing high aliasing in GRID-style exports and superior prefix alignment from deterministic controls on Musical items.
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Quantizing Intent: Cross-Domain Semantic IDs from Organic Activity for Industrial Ranking
Cross-domain Semantic IDs from organic feed activity, quantized via RQ-FSQ, improve industrial ads CTR prediction with gains up to +0.351% AUC at 30x smaller storage.