NL2SQL_Handbook

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.
https://github.com/HKUSTDial/NL2SQL_Handbook

Last synced: 3 days ago
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📰 Text-to-SQL Paper List
- <img src="https://img.shields.io/badge/Paper-grey">
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- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/ruc-datalab/SC-prompt)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/itrummer/schemacompression)
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- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/TAG-Research/TAG-Bench)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/RUCKBReasoning/codes)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://sciencebenchmark.cloudlab.zhaw.ch/)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/HasanAlpCaferoglu/E-SQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/tshu-w/DBCopilot)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://ambrosia-benchmark.github.io/)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/X-LANCE/text2sql-multiturn-GPT)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/ruc-datalab/ZeroNL2SQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/asfuhan/CatSQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/snowflakedb/ArcticTraining)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://elliesql.github.io/)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/MohammadrezaPourreza/Few-shot-NL2SQL-with-prompting/tree/main)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/OpenSearch-AI/OpenSearch-SQL)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://nl2sql-bugs.github.io/)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://sig4kg.github.io/archer-bench/)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/RUCKBReasoning/OmniSQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/ShayanTalaei/CHESS)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/shuaichenchang/ODIS-Text-to-SQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/RUCKBReasoning/RESDSQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/BeachWang/DAIL-SQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/ruc-datalab/ZeroNL2SQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/Kaimary/CycleSQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/eosphoros-ai/DB-GPT)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/httdty/purple)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/Kaimary/MetaSQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://sig4kg.github.io/archer-bench/)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/Yangjiaxi/Sense)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/bigbigwatermalon/FinSQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/AlibabaResearch/DAMO-ConvAI/tree/main/graphix)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/Dakingrai/ood-generalization-semantic-boundary-techniques)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/wbbeyourself/DTE)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/bigbigwatermalon/C3SQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/wbbeyourself/MAC-SQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/AdrianBZG/SQLformer)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/X-LANCE/text2sql-GPT)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey">
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- <img src="https://img.shields.io/badge/Paper-grey"> - blue">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/genaasia/N-rep)
- <img src="https://img.shields.io/badge/Paper-grey">
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- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/ruc-datalab/RewardSQL)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/ZhaoFuheng/Sphinteract)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/Kaimary/CycleSQL)
- <img src="https://img.shields.io/badge/Paper-grey">
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- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://alpha-sql-hkust.github.io/)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/yeounoh/lc_nl2sql)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey">
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- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/HKUSTDial/NL2SQL360)
- <img src="https://img.shields.io/badge/Paper-grey">
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- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/xlang-ai/Spider2)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/niklaswretblad/the-effects-of-noise-in-text-to-SQL)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/appier-research/i-need-help)
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/lrlbbzl/PTD-SQL)
- <img src="https://img.shields.io/badge/Paper-grey">
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- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/glee4810/TrustSQL)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/Laqcce-cao/RSL-SQL)
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- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/zhangtianshu/EvoSchema)
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Code-grey">
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey">
- <img src="https://img.shields.io/badge/Paper-grey"> - grey">](https://github.com/CycloneBoy/csc_sql)
📚 Text-to-SQL Survey & Tutorial
💾 Practical Guide for Novice
- 🔎How to evaluate your model:
  - Repository Link
  - Spider - lily.github.io/sparc), and [CoSQL](https://yale-lily.github.io/cosql), and is also now available for Academic, ATIS, Advising, Geography, IMDB, Restaurants, Scholar, and Yelp (building on the amazing work by [Catherine and Jonathan](https://github.com/jkkummerfeld/text2sql-data)). <img src="https://img.shields.io/badge/EX-red"> <img src="https://img.shields.io/badge/EM-green">
  - Repository Link
  - BIRD-SQL - red"> <img src="https://img.shields.io/badge/VES-blue">
  - Repository Link
- 🛠️ How to build an LLM-based Text-to-SQL model:
  - Repository Link
  - Repository Link
📰 NL2SQL Paper List
- <img src="https://img.shields.io/badge/Paper-grey">
📱 NL2SQL Related Applications:
- 🗺️ Roadmap and Decision Flow
  - <img src="https://img.shields.io/badge/Repositor Link-grey"> - 98f">](https://postgres.new/)
📱 Text-to-SQL Related Applications:
- 🗺️ Roadmap and Decision Flow
  - <img src="https://img.shields.io/badge/Repositor Link-grey"> - 98f">](https://chat2db-ai.com/zh-CN)
  - <img src="https://img.shields.io/badge/Repositor Link-grey">
  - <img src="https://img.shields.io/badge/Repositor Link-grey"> - 98f">](https://postgres.new/)
  - [<img src="https://img.shields.io/badge/Web Link-98f">

Programming Languages

Python 6 Java 1

Categories

📰 Text-to-SQL Paper List 107 📚 Text-to-SQL Survey & Tutorial 12 💾 Practical Guide for Novice 7 📱 Text-to-SQL Related Applications: 4 📱 NL2SQL Related Applications: 1 📰 NL2SQL Paper List 1

Sub Categories

🗺️ Roadmap and Decision Flow 5 🔎How to evaluate your model: 5 🛠️ How to build an LLM-based Text-to-SQL model: 2

Keywords

ai 3 gpt 3 llm 3 database 2 large-language-models 2 agents 1 llms 1 llm-inference 1 deep-learning 1 artificial-intelligence 1 transformers 1 rlhf 1 qwen 1 quantization 1 qlora 1 peft 1 moe 1 mistral 1 lora 1 llama3 1 llama 1 language-model 1 instruction-tuning 1 fine-tuning 1 chatglm 1 text2sql 1 sqlserver 1 redis-client 1 redis 1 postgresql 1 oracle 1 navicat 1 mysql 1 hive 1 dbeaver 1 db2 1 datagrip 1 clickhouse-client 1 clickhouse 1 chatgpt 1 bi 1 vicuna 1 security 1 rag 1 private 1 langchain 1 gpt-4 1 bgi 1 agent 1