synthetic_text_to_sql gretelai
Image generated by DALL-E. See prompt for more details synthetic_text_to_sql gretelai/synthetic_text_to_sql is a rich dataset of high quality synthetic Text-to-SQL samples, designed and generated using Gretel Navigator, and released under Apache 2.0. Please see our release blogpost for more details. The dataset includes: 105,851 records partitioned into 100,000 train and 5,851 test records ~23M total tokens, including ~12M SQL tokens Coverage across 100 distinct… See the full description on the dataset page: https://huggingface.co/datasets/gretelai/synthetic_text_to_sql.
- 类型
- dataset
- 许可
- apache-2.0
- 语言
- en
- 下载量
- 3,120
- 点赞
- 688
- 访问
- public
- 文件
- 0
标签
- 文本生成
- 合成数据
- 代码数据
- 指令微调
- 评测基准
- 大语言模型
- 文本数据集
摘要
该数据集由Gretel使用Navigator生成的10.5万条高质量合成Text-to-SQL样本组成,覆盖100个领域和多种SQL复杂度(子查询、多表连接、聚合、窗口函数等),包含数据库上下文和SQL自然语言解释。它旨在解决Text-to-SQL模型训练数据不足和质量不高的问题,经LLM-as-a-judge评测在SQL标准符合度、正确性和指令遵循度上显著优于现有数据集。适用于训练和评估Text-to-SQL模型及问答系统。
README
--- license: apache-2.0 task_categories: - question-answering - table-question-answering - text-generation language: - en tags: - synthetic - SQL - text-to-SQL - code - datadesigner size_categories: - 100K<n<1M --- <center> <img src="https://cdn-uploads.huggingface.co/production/uploads/5e39c39bf55…