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…

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