Abstract
We present Mirror, an open-source platform for data exploration and analysis powered by large language models. Mirror offers an intuitive natural language interface for querying databases, and automatically generates executable SQL commands to retrieve relevant data and summarize it in natural language. In addition, users can preview and manually edit the generated SQL commands to ensure the accuracy of their queries. Mirror also generates visualizations to facilitate understanding of the data. Designed with flexibility and human input in mind, Mirror is suitable for both experienced data analysts and non-technical professionals looking to gain insights from their data.
Abstract (translated)
我们呈现 Mirror 一个基于大型语言模型的开源数据探索和分析平台。 Mirror 提供了一个直观的自然语言界面,用于查询数据库,并自动生成可执行的 SQL 命令,以检索相关的数据并以自然语言进行简要总结。此外,用户还可以预览和手动编辑生成的 SQL 命令,以确保其查询的准确性。 Mirror 还生成可视化工具,以帮助理解数据。设计以灵活性和人类输入为主, Mirror 适用于经验丰富的数据分析师和非技术专业人员,并从他们的数据中获得洞察力。
URL
https://arxiv.org/abs/2303.08697