解开句式构成的复杂性:语义特征和语言关系之间的相互作用
Shaonan Wang1, Songhee Kim2, Jeffrey R Binder2
1State Key Laboratory of Multimodal Artificial intelligence systems, Institute of Automation Chinese Academy of Sciences, Beijing, China; Department of Psychology, New York University, New York, NY, USA.
计算语言学揭示了单词的组合方式取决于它们的含义和语法作用. 不同的语义特征在短语中的概念构成中使用不同的数学运算.
科学领域:
- 认知科学 认知科学
- 计算语言学 计算语言学
- 心理语言学 心理语言学
背景情况:
- 现有的关于语言概念构成的理论是分散的,架起了正式语义学和神经语言学之间的桥梁.
- 正式的语义理论经常忽视概念内容,而神经语言学强调其在词组合中的重要性.
- 这些语言解释理论方法之间的关系仍然不清楚.
研究的目的:
- 在短语中调查概念构成背后的计算操作.
- 确定语义内容和语言关系如何影响这些操作.
- 调和单词组合的正式语义和神经语言学观点.
主要方法:
- 收集了人类对单个单词和六种类型短语的体验性语义特征的评分.
- 检查的短语类型在修改,参数和和上下文敏感性方面有所不同.
- 通过比较不同计算规则在从单词评分中预测短语评分的有效性.
主要成果:
- 构成操作不是统一的,而是根据特征类型和语言关系而有所不同.
- 在形容词-名词短语中,加法合并了注意力特征,而颜色特征则取决于形容词.
- 动词-名词短语中的社会特征以动词为指导;在名词-名词短语中,乘法结合了名词特征.
结论:
- 概念构成依赖于上下文,受到单词的含义及其语法结构的影响.
- 合并语义信息的数学运算在特征类型和语言构造上有所不同.
- 研究结果表明,在解释过程中,正式的语言结构与语义内容相互作用的统一模型.
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