ai-agent

Awesome-LLM-based-Text2SQL: Next-Gen DB Interface

Name: Awesome-LLM-based-Text2SQL: Next-Gen DB Interface
Author: DEEP-PolyU

Get curated LLM-based text-to-SQL resources for next-gen database interfaces, ideal for startup founders, with 1.3k+ GitHub stars.

1,347 stars125 forksHealth Score 8/10Updated 7/20/2026100% free · open source

What it does

Awesome-LLM-based-Text2SQL provides a curated list of resources for building next-generation database interfaces using large language model-based text-to-SQL technology.

Install / run

Clone the repository using the command `git clone https://github.com/DEEP-PolyU/Awesome-LLM-based-Text2SQL.git`

When to use it

•When building a natural language interface for a database application
•When researching text-to-SQL technologies for a startup project
•When looking for open-source projects and benchmarks for LLM-based text-to-SQL

Quick start

1Explore the curated list of resources in the README file
2Check out the surveys and papers section for an overview of the technology
3Browse the open-source projects section for implementation examples
4Look at the benchmarks section for performance comparison of different models
5Use the provided resources to plan and implement a text-to-SQL interface for your startup's database application

Ready-to-paste prompt

To get started with building a text-to-SQL interface, explore the [TKDE2025] survey paper in the README for an overview of the technology and its applications.

Heads up: Note that this repository is a curated list of resources and does not provide a direct implementation of LLM-based text-to-SQL, so users will need to explore the linked resources and projects to find a suitable implementation for their use case.

Saves to your device

Topics

awesome

awesome-text-to-sql

awesome-text2sql

database

large-language-models

llms

natual-language-processing

natural-language-understanding

nl2sql

survey

text-to-sql

text2sql

How Awesome-LLM-based-Text2SQL: Next-Gen DB Interface works

Codeflow

Free to inspect

Awesome-LLM-based-Text2SQL: Next-Gen DB Interface is a documents-only repository (1 doc file) — something you read, not something you run. There is nothing to install. Last commit a month ago, MIT license.

Size

Documents only

1 document · 8 min skim

Setup

Nothing to install

A guide / curated list. Just read it and follow the links.

Runs on

Nowhere — you read it

A reading resource, not a program.

Where to start reading