eosphoros-ai/Awesome-Text2SQL resource

Health v2 · maintenance only

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3743 stars · 249 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A curated awesome-list of tutorials, papers, datasets, and resources for Text2SQL and related natural-language-to-structured-output tasks (Text2DSL, Text2API, Text2Vis) using Large Language Models. It also tracks leaderboards for benchmarks like WikiSQL, Spider, and BIRD.

Use cases

• find papers and resources on text-to-sql with LLMs
• learn how to convert natural language questions into SQL queries
• compare model performance on Spider and BIRD benchmarks
• discover datasets for training NL2SQL models
• find resources for text-to-API and text-to-visualization generation
• research fine-tuning LLMs for database querying

When to choose

• you are researching or building natural language to SQL systems
• you want a curated starting point for LLM-based structured generation tasks
• you need benchmark leaderboards and datasets for Text2SQL

When to avoid

• you need runnable software rather than a resource list
• you want a production text-to-SQL engine out of the box

Facets

learning-resource · maturity active

nlp machine-learning llm-inference rag prompt-engineering large-language-models databases artificial-intelligence awesome-lists tutorials cross-platform awesome-list text2sql nl2sql text2dsl text2api text2vis curated-resources leaderboard survey natural-language-processing

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