构成作为语义空间中的非线性组合:复合处理的计算特征
Tianqi Wang1,2, Xu Xu1
1School of Foreign Languages, Shanghai Jiao Tong University.
Cognitive science
|February 3, 2025
概括
中文复合词是中文复合词.
科学领域:
- 计算语言学计算语言学
- 认知科学是一种认知科学.
- 心理语言学 心理语言学
背景情况:
- 大多数中文单词都是通过结合有意义的字符而形成的组合.
- 这种组合性如何影响整个词的含义访问的过程尚未得到充分理解.
- 构成复杂性在理解单词含义方面带来了挑战.
研究的目的:
- 为了研究中文复合词理解中的组合过程.
- 用计算方法探索构成字符和复合词语含义之间的关系.
- 为复合处理提供双路线框架的计算特征.
主要方法:
- 采用深度神经网络来学习字符与单词的关系.
- 利用组合分布式语义来导出词汇表示.
- 分析了词汇决策和眼睛跟踪数据.
主要成果:
- 组成属性显著影响了复合处理,超出了组成部分和整个词的特征.
- 组成属性的影响随着化合物频率的增加而减少.
- 结果表明,在词理解中,组合过程的积极参与.
结论:
- 该研究为复合处理中的双路线框架提供了计算证据.
- 突出了组成和整体处理路径之间的相互作用.
- 提供了跨语言复合理解的普遍机制的见解.
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