乌兹别克语词形的注释式形态数据集:以规则为基础和机器学习方法
Nilufar Abdurakhmonova1, Raima Shirinova1, Rano Sayfullayeva1
1National University of Uzbekistan named after Mirzo Ulugbek, 4, University str., Tashkent city 100174, Uzbekistan.
Data in brief
|August 27, 2025
概括
为乌兹别克语语言创建了一个新的形态注释数据集. 这项资源有助于自然语言处理 (NLP) 的研究,包括文本生成和语法校正.
科学领域:
- 计算语言学
- 自然语言处理
- 词典学
背景情况:
- 对于像乌兹别克语这样的丰富语言, 有限的注释资源.
- 需要标准化数据集来评估乌兹别克人的形态分析算法.
- 对下游NLP任务的形态信息的重要性.
研究的目的:
- 为乌兹别克人的形态分析提供全新的手动注释数据集.
- 为评估不同乌兹别克语形态分析技术提供一个基准.
- 促进乌兹别克斯坦NLP的发展.
主要方法:
- 创建一个包含3022个手动注释的乌兹别克语单词形式的数据集.
- 标注包括根,附加词和部分语音信息.
- 基于规则的源算法和条件随机场 (CRF) 模型的实施和比较.
主要成果:
- 成功创建和公布乌兹别克人的形态数据集.
- 基于规则和机器学习方法对乌兹别克人的形态分析进行比较分析.
- 跨法律,政治经济和教育文本的性别测试表明了普遍性.
结论:
- 标注数据集是乌兹别克斯坦NLP研究的基础资源.
- 这项研究提供了乌兹别克人的不同形态分析方法的有效性.
- 未来的研究可以利用这一数据集来进行文本生成和语法校正等应用.
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