sqpe.devContribute
← Back to research
2026 / Optimization

SemViews

Semantic Views: Certified Reuse of LLM Labels Across Semantic Queries

What it contributes

Reuses prior query labels as ranking signals and applies fresh stratified oracle sampling to certify filter precision and recall.

How to read the evidence

October 2026 preprint. Guarantees concern agreement with an oracle under the stated sampling assumptions, not human truth.

We checked the primary publication record and abstract. This profile summarizes author-reported work; it does not claim a full-paper audit, implementation audit, or independent reproduction.

Explore the connections

ReuseQuality constraintsSampling
  • LOTUS — Relational operators
  • UQE — UQL / SQL dialect