维基数量和维基测量:数量的数据集及其测量的背景来自维基百科
Jan Göpfert1,2, Patrick Kuckertz3, Jann M Weinand3
1Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis, 52425, Jülich, Germany. j.goepfert@fz-juelich.de.
Scientific data
|July 22, 2025
概括
研究人员创建了两个大型数据集,Wiki-Quantities和Wiki-Measurements,以帮助自动从科学文本中提取定量数据. 这些数据集有助于识别数值及其测量背景.
科学领域:
- 自然语言处理自然语言处理.
- 数据科学数据科学数据科学
- 提取科学信息 提取科学信息
背景情况:
- 越来越多的科学出版物需要自动数据提取.
- 监督学习方法通常用于此任务.
- 缺乏用于识别定量数据及其背景的数据集,阻碍了研究.
研究的目的:
- 介绍两个新的,大规模的数据集用于定量数据提取.
- 方便识别文本中的数量及其相关测量环境.
- 在自动化数据提取中实现可重现的研究.
主要方法:
- 利用维基百科和维基数据来构建数据集.
- 开发了Wiki-Quantities,拥有超过120万个注释量.
- 创建了维基测量,有38,738个注释量,包括测量实体,属性和资格符.
主要成果:
- 维基数量包含超过120万个注释数量.
- 维基测量包含38,738个注释量与详细的测量背景.
- 手动验证显示了高准确度:百分之百的维基量和84-94%的维基测量.
结论:
- 提出的数据集解决了对定量数据提取资源的需求.
- 这些数据集支持用于测量提取的管道方法.
- 附带的代码允许复制和调整数据集创建过程.
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