This is a continuously updated handbook for readers to easily track the latest Text-to-SQL techniques in the literature and provide practical guidance for researchers and practitioners.
☆1,330Updated this week
Alternatives and similar repositories for NL2SQL_Handbook
Users that are interested in NL2SQL_Handbook are comparing it to the libraries listed below
Sorting:
- 🔥[VLDB'24] Official repository for the paper “The Dawn of Natural Language to SQL: Are We Fully Ready?”☆140Oct 2, 2025Updated 4 months ago
- 🔥[ICML'25] Official repository for the paper "Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search"☆148Jan 7, 2026Updated last month
- Curated tutorials and resources for Large Language Models, Text2SQL, Text2DSL、Text2API、Text2Vis and more.☆3,502Jan 26, 2026Updated last month
- Contextual Harnessing for Efficient SQL Synthesis☆258May 26, 2025Updated 9 months ago
- A efficient and effective few-shot NL2SQL method on GPT-4.☆620Mar 7, 2025Updated 11 months ago
- [VLDB' 25] Synthesizing High-quality Text-to-SQL Data at Scale. SynSQL-2.5M is the first million-scale cross-domain text-to-SQL dataset.☆431Sep 8, 2025Updated 5 months ago
- Official repository for the paper “HAIChart: Human and AI Paired Visualization System” (VLDB'24)☆34Nov 4, 2024Updated last year
- Official repository for the paper "EllieSQL: Cost-Efficient Text-to-SQL with Complexity-Aware Routing".☆22Jul 24, 2025Updated 7 months ago
- 🔥[NeurIPS'24] Official repository for the paper “Are Large Language Models Good Statisticians?”☆32Apr 13, 2025Updated 10 months ago
- A MULTI-GENERATOR ENSEMBLE FRAMEWORK FOR NATURAL LANGUAGE TO SQL☆970Feb 11, 2026Updated 2 weeks ago
- RSL-SQL: Robust Schema Linking in Text-to-SQL Generation☆159Sep 17, 2025Updated 5 months ago
- ☆145Nov 6, 2025Updated 3 months ago
- MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL☆326Feb 27, 2025Updated last year
- DataMosaic: Explainable and Verifiable Document-Based Data Analytics☆20Jun 30, 2025Updated 8 months ago
- 🔥[SIGKDD'25] NL2SQL-BUGs: A Benchmark for Detecting Semantic Errors in NL2SQL Translation.☆30Sep 22, 2025Updated 5 months ago
- ☆404Mar 30, 2024Updated last year
- The source code of CodeS (SIGMOD 2024).☆195Nov 20, 2024Updated last year
- A repository that contains models, datasets, and fine-tuning techniques for DB-GPT, with the purpose of enhancing model performance in T…☆1,965Jul 2, 2025Updated 7 months ago
- ☆61Nov 18, 2024Updated last year
- [ICLR 2025 Oral] Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows☆733Jan 30, 2026Updated last month
- a semi-structure representation of database schema☆212Jan 23, 2026Updated last month
- The source code for the schema filter (question + schema only)☆47May 13, 2024Updated last year
- Official Repository of "LLM × DATA" Survey Paper☆722Jan 28, 2026Updated last month
- ☆13Apr 22, 2024Updated last year
- Semantic Evaluation for Text-to-SQL with Distilled Test Suites☆313Jun 5, 2024Updated last year
- The official implementation of our work SQLFixAgent: Towards Semantic-Accurate Text-to-SQL Parsing via Consistency-Enhanced Multi-Agent C…☆23May 2, 2025Updated 9 months ago
- OpenSearch-SQL code☆166May 30, 2025Updated 9 months ago
- Text2SQL 语义解析数据集、解决方案、paper资源整合项目☆1,524Mar 1, 2023Updated 2 years ago
- MAG-SQL: Multi-Agent Generative Approach with Soft Schema Linking and Iterative Sub-SQL Refinement for Text-to-SQL☆18Jul 10, 2025Updated 7 months ago
- End-to-End Local-First Text-to-SQL Pipelines☆437Feb 14, 2025Updated last year
- SuperSonic is the next-generation AI+BI platform that unifies Chat BI (powered by LLM) and Headless BI (powered by semantic layer) paradi…☆4,701Feb 21, 2026Updated last week
- ☆114Apr 6, 2024Updated last year
- ICDE 2024 Paper, MetaSQL: A Generate-then-Rank Framework for Natural Language to SQL Translation☆26May 9, 2025Updated 9 months ago
- The code for the paper C3: Zero-shot Text-to-SQL with ChatGPT☆162Aug 6, 2024Updated last year
- scripts and baselines for Spider: Yale complex and cross-domain semantic parsing and text-to-SQL challenge☆1,031May 29, 2024Updated last year
- ☆52Jun 4, 2022Updated 3 years ago
- A method and corresponding code for automatic description generation for Text-to-SQL☆108Feb 11, 2026Updated 2 weeks ago
- Code for the paper "Understanding the Effects of Noise in Text-to-SQL: An Examination of the BIRD-Bench Benchmark".☆18May 22, 2024Updated last year
- AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents☆18,161Updated this week