Personalized LLM Recommendation with Semantic IDs: Autoregressive Beam Search vs. Multi-Token Prediction at Industry Scale Netflix compares beam search & multi-token prediction for generating Semantic IDs in LLM recommenders. Beam search wins on ranking. 📝 arxiv.org/abs/2610.15864
arxiv.orgPersonalized LLM Recommendation with Semantic IDs: Autoregressive Beam Search vs. Multi-Token PredictionLarge-scale personalization is shifting from embedding-table retrieval to LLM-based recommenders that generate the Semantic ID (SID) of the item to recommend, where each SID is a short sequence of dis...
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