arXiv:2410.07827cs.CL2024-10EMNLP被引 4

同一物体有多个名称,是因为多词共指能提升沟通效率。

Why do objects have many names? A study on word informativeness in language use and lexical systems

  • 用视觉空间定义词语信息量,衡量词汇系统
  • 英语和汉语颜色命名数据支持多词共指最优
  • 适合研究语言演化与实际交流的交叉领域

人类词汇系统中存在多个词可指代同一对象的现象,如用'紫色'或'洋红'描述同一色阶。以往研究分别关注语境中的表达适应性或词汇系统的演化压力,但未兼顾二者。本文提出基于视觉空间的词语信息量度量方法,分析英语和汉语的颜色命名数据,发现最优词汇系统允许同一对象对应多个词语,传递不同信息量。这使说话者在具体语境中既能最大化沟通准确性,又能最小化所需传递的信息量,实现高效沟通。

原文摘要 · Abstract (English)

Human lexicons contain many different words that speakers can use to refer to the same object, e.g., "purple" or "magenta" for the same shade of color. On the one hand, studies on language use have explored how speakers adapt their referring expressions to successfully communicate in context, without focusing on properties of the lexical system. On the other hand, studies in language evolution have discussed how competing pressures for informativeness and simplicity shape lexical systems, without tackling in-context communication. We aim at bridging the gap between these traditions, and explore why a soft mapping between referents and words is a good solution for communication, by taking into account both in-context communication and the structure of the lexicon. We propose a simple measure of informativeness for words and lexical systems, grounded in a visual space, and analyze color naming data for English and Mandarin Chinese. We conclude that optimal lexical systems are those where multiple words can apply to the same referent, conveying different amounts of information. Such systems allow speakers to maximize communication accuracy and minimize the amount of information they convey when communicating about referents in contexts.

语言演化词汇系统信息效率

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