Author

Varun Sah

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Preprint Aug 2026

BAP-SQL: Budget-Aware Observation Planning for Agentic Text-to-SQL

BAP-SQL is presented, which treats observation formation as a budget-control stage: it estimates query risk, rewrites SQL when useful, and delegates hard limits to an independent runtime shield and improves tight-budget success.

Chong Peng, Pinyan Qian, Su Wang et al. · 2 citations