Semantic Views: Certified Reuse of LLM Labels Across Semantic Queries
Semantic query engines evaluate natural-language filters with a large language model, and every evaluation is a costly oracle call. Optimizers that reduce these calls face a dilemma: cascades that trust a cheap proxy miss their precision and recall targets on many queries, methods with finite-sample guarantees save little, and all of them discard the oracle's labels when the query ends. We present SemViews, a certified semantic filter that orders tuples by signals that cost no oracle calls (the labels that earlier queries left behind as semantic views, a local embedding, and a helper model's score), refines that order with labels it must pay for anyway, and certifies its answer with fresh...
| Authors | Oktie Hassanzadeh, Dharmashankar Subramanian |
|---|---|
| Primary category | cs.DB |
| Published | 8 October 2026 |
| Last updated at source | 8 October 2026 |
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