HKUSTDial/NL2SQL_Handbook

• highlicense#1

  Add a LICENSE file to the repository

  原因：

  复制粘贴的修复

  复制

  Create a `LICENSE` file in the root of the repository. For content-heavy projects like a handbook, consider a Creative Commons license such as `CC-BY-4.0`.

  待办完成忽略
• highreadme#2

  Reposition the README's opening to emphasize its role as a living handbook/survey

  原因：

  当前

  This is the official repository for **[TKDE'25] A Survey of Text-to-SQL in the Era of LLMs: Where are we, and where are we going?** and **[VLDB'24] The Dawn of Natural Language to SQL: Are We Fully Ready?**. From this repository, you can explore the [latest advancements](#-text-to-sql-survey--tutorial) in Text-to-SQL research (a.k.a NL2SQL). We provide a comprehensive survey, in-depth research papers, and benchmark evaluations.

  复制粘贴的修复

  复制

  This is the official, continuously updated **Text-to-SQL Handbook**, serving as a living companion to our **[TKDE'25] A Survey of Text-to-SQL in the Era of LLMs: Where are we, and where are we going?** and **[VLDB'24] The Dawn of Natural Language to SQL: Are We Fully Ready?** papers. It provides a comprehensive, up-to-date overview of Text-to-SQL research, practical guidance, and benchmark evaluations for researchers and practitioners.

  待办完成忽略
• mediumtopics#3

  Add 'survey' and 'handbook' to the repository topics

  原因：

  当前

  ai4db, awesome, awesome-agents, awesome-nl2sql, awesome-text-to-sql, awesome-text2sql, db, llms, nl-to-code, nl-to-sql, nl2sql, nlp, text-to-code, text-to-sql, text2sql

  复制粘贴的修复

  复制

  ai4db, awesome, awesome-agents, awesome-nl2sql, awesome-text-to-sql, awesome-text2sql, db, llms, nl-to-code, nl-to-sql, nl2sql, nlp, text-to-code, text-to-sql, text2sql, survey, handbook

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Where can I find a comprehensive overview of current text-to-SQL techniques with LLMs?

  你：未被推荐
  AI 推荐顺序：

  1. Awesome Text-to-SQL GitHub Repository
  2. arXiv
  3. Hugging Face Blog Posts and Tutorials
  4. GPT-3.5
  5. GPT-4
  6. Llama 2
  7. Papers with Code - Text-to-SQL
  8. Spider
  9. WikiSQL
  10. T5
  11. BART
  12. CodeLlama
  13. Databricks Blog Posts and Notebooks
  14. Databricks SQL
  15. MosaicML's MPT
  16. Google AI Blog
  17. Microsoft Research Blog
  18. PaLM 2
  19. Copilot

  AI 推荐了 19 个替代方案，却始终没点名 HKUSTDial/NL2SQL_Handbook。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What are the latest advancements and practical guidance for natural language to SQL systems?

  你：未被推荐
  AI 推荐顺序：

  1. GPT-4
  2. Claude 3
  3. Llama 3
  4. Pinecone
  5. Weaviate
  6. ChromaDB
  7. T5
  8. BART
  9. Spider
  10. WikiSQL
  11. BIRD
  12. GPT-4o
  13. Claude 3 Opus/Sonnet
  14. GPT-3.5 Turbo
  15. Qdrant

  AI 推荐了 15 个替代方案，却始终没点名 HKUSTDial/NL2SQL_Handbook。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of HKUSTDial/NL2SQL_Handbook?

  pass
  ⚠AI 未点名 HKUSTDial/NL2SQL_Handbook —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts HKUSTDial/NL2SQL_Handbook in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 HKUSTDial/NL2SQL_Handbook

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo HKUSTDial/NL2SQL_Handbook solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 HKUSTDial/NL2SQL_Handbook

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？