microsoft/MAGIC
收藏Hugging Face2024-12-17 更新2024-12-21 收录
下载链接：
https://hf-mirror.com/datasets/microsoft/MAGIC
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资源简介：
MAGIC数据集用于生成自我纠正指南以改进文本到SQL的转换。该数据集包含轨迹数据，记录了代理之间交互以纠正错误的SQL查询并生成指南的过程。每个轨迹数据文件包含以下字段：提示（prompt）、响应（response）和调用代理（caller_agent）。数据集的来源基于BIRD数据集，并应用了MAGIC论文中的自我纠正步骤。BIRD数据集包含12,751个问题-SQL对，来自95个大型数据库，涵盖37个专业领域。数据集的文件名包含success-True或success-False，表示代理交互是否成功实现自我纠正。
The trajectory dataset, generated by MAGIC, captures interactions between agents aimed at correcting incorrect SQL queries and generating guidelines. Each trajectory data file includes fields such as prompt, response, and caller_agent. The file names indicate whether the interaction successfully led to self-correction. The dataset is based on the BIRD dataset, which contains 12,751 question-SQL pairs across 37 professional domains and introduces external knowledge to enhance SQL query generation accuracy.
提供机构：
microsoft
