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Research2026-05-11 · source-backed
A new system gives simple queries a fast single-pass while triggering exploration and verification for complex joins. Achieves new SOTA on Spider and BIRD text-to-SQL benchmarks. Addresses a real production problem: uniform compute wastes money on easy queries and underperforms on hard ones.
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Shared entities / Same source domain / Earlier coverage
Both cover Achieves, SOTA; reported by the same outlet (arxiv.org); earlier Achieves coverage from 2026-03-05.
Shared entity: Achieves / Same source domain / Shared topic / Earlier coverage
Both cover Achieves; reported by the same outlet (arxiv.org); overlapping topics (achiev, query).
Shared entity: SOTA / Same source domain / Shared topic / Earlier coverage
Both cover SOTA; reported by the same outlet (arxiv.org); overlapping topics (achiev, benchmark).
Shared entity: SOTA / Same source domain / Earlier coverage
Both cover SOTA; reported by the same outlet (arxiv.org); earlier SOTA coverage from 2026-03-22.
Both cover SOTA; reported by the same outlet (arxiv.org); earlier SOTA coverage from 2026-03-22.
Shared entity: Achieves / Same source domain / Earlier coverage
Both cover Achieves; reported by the same outlet (arxiv.org); earlier Achieves coverage from 2026-03-21.
Shared entity: Addresses / Same source domain / Earlier coverage
Both cover Addresses; reported by the same outlet (arxiv.org); earlier Addresses coverage from 2026-03-19.
Both cover Addresses; reported by the same outlet (arxiv.org); earlier Addresses coverage from 2026-03-08.