价值和兴奋是否与单词的amodal表示的发展有关? 一个计算研究研究
José Ángel Martínez-Huertas1, Guillermo Jorge-Botana2, Alejandro Martínez-Mingo3
1Department of Methodology of Behavioral Sciences, Universidad Nacional de Educación a Distancia, Madrid, Spain.
Cognition & emotion
|November 21, 2023
概括
这项研究表明,积极的词语在语义上较早发展,并且随着时间的推移变化较小. 在英语和西班牙语中,情感价值影响了词的发展,而兴奋却没有.
科学领域:
- 认知科学 认知科学
- 发展心理学 发展心理学
- 计算语言学 计算语言学
背景情况:
- 了解单词的发展对于认知科学至关重要.
- 情感规范,如价值和兴奋,是人类经验的关键方面.
- 跨语言研究提供了对通用和特定语言发育模式的洞察.
研究的目的:
- 为了调查amodal (语义) 词的发展和情感规范 (价值,兴奋) 之间的关系.
- 用计算语义模型分析英语和西班牙语的单词发展轨迹.
- 确定情绪价值和唤起对早期生命周期中的语义变化的影响.
主要方法:
- 利用矢量空间模型 (Word Maturity方法) 来表示英语和西班牙语在不同发展阶段的单词语义.
- 采用带有连续时间指标的混合效应模型来分析amodal词的发展.
- 在超过23,000个单词的统计分析中将情绪规范 (价值,兴奋) 作为共变量纳入.
主要成果:
- 观察到一个明显的曲线的amodal词的发展,其特点是日益增长的线性效应和轻微的二次减速.
- 发现情绪价值对词的发展有显著的影响,但不是兴奋.
- 与中性或负性词相比,积极的词表现出较早的模态发育和减少的语义变化.
结论:
- 情感价值,而不是兴奋,显著塑造了amodal词的发展轨迹.
- 积极的语义内容与更早,更稳定的词语含义发展有关.
- 这项研究提供了一个计算和跨语言的视角,情感和语义获取之间的相互作用.
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