Dynamic-SQL: an adaptive NL2SQL framework with multi-path fusion reasoning and execution feedback correction
Hongbin Hao, Xin Zheng, Xuhong Yu · 2026
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Description
Current NL2SQL systems degrade sharply when confronted with practical constraints such as limited prompt length and the inability to fine-tune large language models (LLMs). Performance drop is especially pronounced in complex databases, where inaccurate schema linking, vague value conditions, and weak self-correction dominate the error surface.
Catalog record
| CREATOR | Hongbin Hao, Xin Zheng, Xuhong Yu |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 83 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |