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Snap Inc.
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LLMs excel in generative recommendation but often fall back on one-hop memorization, risking their potential to generalize effectively.
Semantic IDs, which drastically reduce ID cardinality while inducing semantic clustering, have demonstrably improved ranking and retrieval in Snapchat's production recommender systems.
