IEEE

AID-SQL: Adaptive In-Context Learning of Text-to-SQL with Difficulty-Aware Instruction and Retrieval-Augmented Generation

Abstract: Recent research in Text-to-SQL translation has primarily adopted in-context learning methods leveraging large language models (LLMs), achieving significant progress. However, these methods ...
GitHub

A powerful FastAPI-based REST API that converts natural language questions into SQL queries using OpenAI's language models and LangChain.

The API implements a sophisticated multi-stage pipeline to efficiently convert natural language questions into SQL queries. The pipeline leverages multiple caching layers and entity extraction to ...
Redmondmag.com

Microsoft Releases SQL Server Migration Assistant v10.5 With Expanded Support and Enhancements

Latest version improves compatibility and streamlines migrations from legacy databases to SQL Server and Azure platforms.
GitHub

SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Natural Language to SQL (NL2SQL) enables intuitive interactions with databases by transforming natural language queries into structured SQL statements. Despite recent advancements in enhancing ...
IEEE

Meta-Aware Learning in text-to-SQL Large Language Model

Abstract: The advancements of Large language models (LLMs) have provided great opportunities to text-to-SQL tasks to overcome the main challenges to understand complex domain information and complex ...