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GradeSQL

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04:54
2026-07-01
machinebrief.com
natural-language-processing

Outcome Reward Models: Boosting Text-to-SQL with Semantics

Researchers introduced Outcome Reward Models (ORMs) for Text-to-SQL verification, using semantic scoring to outperform traditional heuristics. Their GradeSQL framework automates candidate generation aโ€ฆ

04:00
2026-07-01
arxiv.org
large-language-models

Test-Time Verification for Text-to-SQL via Outcome Reward Models

Researchers introduced GradeSQL, a framework for training Outcome Reward Models (ORMs) to improve test-time verification in Text-to-SQL tasks. ORM-based selection outperformed execution-based Best-of-โ€ฆ

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