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A Survey on Employing Large Language Models for Text-to-SQL Tasks

Jul 24, 2024 20:52 • arxiv.org arXiv.org

The increasing volume of data stored in relational databases has led to the need for efficient querying and utilization of this data in various sectors. However, writing SQL queries requires specialized knowledge, which poses a challenge for non-professional users trying to access and query databases. Text-to-SQL parsing solves this issue by converting natural language queries into SQL queries, thus making database access more accessible for non-expert users. To take advantage of the recent developments in Large Language Models (LLMs), a range of new methods have emerged, with a primary focus on prompt engineering and fine-tuning. This survey provides a comprehensive overview of LLMs in text-to-SQL tasks, discussing benchmark datasets, prompt engineering, fine-tuning methods, and future research directions. We hope this review will enable readers to gain a broader understanding of the recent advances in this field and offer some insights into its future trajectory.

GitHub - m1guelpf/orbit: Simple & safe zero-downtime deployments for Laravel.

Jul 24, 2024 20:49 • github.com GitHub

Simple & safe zero-downtime deployments for Laravel. - m1guelpf/orbit

Context Copy - Visual Studio Marketplace

Jul 22, 2024 21:27 • marketplace.visualstudio.com

Extension for Visual Studio Code - VS Code extension that enables one-click copying of multiple files as markdown. Features automatic language detection, file path inclusion, and clipboard integration for seamless code sharing and documentation.

About Mojeek - building the world's alternative search engine

Jul 22, 2024 21:25 • www.mojeek.com

At Mojeek we like to do things differently, that's why we're building a search engine that respects your privacy whilst providing unique and unbiased results.

Open source web session replay library

Jul 22, 2024 21:25 • www.rrweb.io

rrweb is an open source web session replay library, which provides easy-to-use APIs to record user's interactions and replay it remotely.

GitHub - eza-community/eza: A modern, maintained replacement for ls

Jul 22, 2024 21:20 • github.com GitHub

A modern, maintained replacement for ls. Contribute to eza-community/eza development by creating an account on GitHub.