Reliable Answers for Recurring Questions: Boosting Text-to-SQL Accuracy with Template Constrained Decoding
Summary: Builds reusable NL–SQL templates from labeled workloads and uses a fine-tuned NLI selector to match/reject incoming queries. Enforces chosen template via partitioned grammar-constrained decoding for valid, efficient SQL, yielding up to +36% exec accuracy over ICL and 2.2× lower latency on matched queries. (summarized by gpt-5-mini on Feb 11 2026)
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Authors
- 1. Smit Jivani
- 2. Sarvam Maheshwari
- 3. Sunita Sarawagi
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 206 | Constructing an Interactive Natural Language Interface for Relational Databases | 2015 | VLDB | 0.00034667032 |
| 369 | Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation | 2024 | VLDB | 0.0002547515 |
| 998 | CodeS: Towards Building Open-source Language Models for Text-to-SQL | 2024 | SIGMOD | 0.00014729379 |
| 1,732 | CatSQL: Towards Real World Natural Language to SQL Applications | 2023 | VLDB | 0.00010732004 |
| 3,859 | OpenSearch-SQL: Enhancing Text-to-SQL with Dynamic Few-shot and Consistency Alignment | 2025 | SIGMOD | 6.6907933e-05 |
| 4,908 | Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL | 2024 | VLDB | 5.8339245e-05 |
| 5,455 | Natural Language Data Management and Interfaces: Recent Development and Open Challenges | 2017 | SIGMOD | 5.4977219e-05 |
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