Policy-Conditioned Constrained Decoding for Column-Level Access Control in Text-to-SQL

arXiv:2607.12341 · cs.CL, cs.CR, cs.DB · Submitted 2026-07-14 · Read on arXiv

cs.CL, cs.CR, cs.DB

Submitted: 2026-07-14

Updated: 2026-09-27

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 35× in this paper · explained in 2 episodes
• Text-to-SQL — 17× in this paper · explained in 3 episodes
• Verifier — 17× in this paper · explained in 2 episodes
• Aggregation — 11× in this paper · explained in 1 episode
• Alignment — 8× in this paper · explained in 1 episode
• Verification — 8× in this paper · explained in 2 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• Ablation — 3× in this paper · explained in 1 episode
• Abstraction — 3× in this paper · explained in 1 episode
• Differential Privacy — 3× in this paper · explained in 4 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Semantic Alignment — 2× in this paper · explained in 3 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• Aggregation Function — 1× in this paper · explained in 1 episode
• KV cache — 1× in this paper · explained in 3 episodes

Sources

• MaskSQL: Safeguarding Privacy for LLM-Based Text-to-SQL via Abstraction
• DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
• Qwen2.5-Coder Technical Report

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