DEEP-PolyU/Awesome-LLM-based-Text2SQL resource

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

1358 stars · 129 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list accompanying a TKDE 2025 survey on LLM-based text-to-SQL, collecting research papers, benchmarks, datasets, and open-source projects. It is continuously updated to track advances in natural-language-to-SQL research.

Use cases

• find papers on llm-based text-to-sql
• research natural language to sql generation
• find benchmarks for text2sql models
• survey of database interfaces using large language models
• find open-source text-to-sql projects
• literature review for nl2sql research

When to choose

• you need a comprehensive, curated reading list on LLM-based text-to-SQL
• you want benchmarks and datasets for text2sql research
• you want a taxonomy of text-to-SQL approaches from a peer-reviewed survey

When to avoid

• you need a working text-to-SQL tool or library rather than resources
• you need production NL2SQL functionality out of the box

Facets

learning-resource · maturity active

nlp database llm-inference large-language-models databases awesome-lists tutorials text-to-sql nl2sql survey curated-list research-papers benchmarks natural-language-processing web-server

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markdown · JSON · MCP: product_card(name="DEEP-PolyU/Awesome-LLM-based-Text2SQL")