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 ...
Journal of Medical Internet Research

How to Design, Create, and Evaluate an Instruction-Tuning Dataset for Large Language Model Training in Health Care: Tutorial From a Clinical Perspective

Moreover, we discuss strategies for metadata selection and human evaluation to ensure the quality and effectiveness of ITDs. By integrating these elements, this tutorial provides a structured ...
IEEE

Generate Text-to-SQL Queries Based on Sketch Filling

Abstract: The Text-to-SQL task has significant application prospects in automating relational database query interfaces. It can reduce user learning costs and improve data query efficiency. However, ...
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

CMIRNet: Cross-Modal Interactive Reasoning Network for Referring Image Segmentation

Abstract: Referring Image Segmentation (RIS) aims to semantically segment the target object (referent) in alignment with the provided natural language query. Existing works still suffer from that the ...