Cross-Situational Statistics Present in an Early Language Learning Context: Evidence From Naturalistic Parent–Child Interactions

IF 2.4 2区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL
Ellis S. Cain, Rachel A. Ryskin, Chen Yu
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Abstract

According to the cross-situational learning account, infants aggregate statistical information from multiple parent naming events to resolve ambiguous word-referent mappings within individual naming events. While previous experimental studies have shown that infant and adult learners can build correct mappings based on statistical regularities encoded in multiple learning situations in an experiment, other studies that use more naturalistic stimuli (e.g., real-world video) reveal poor performance in adults' ability to infer the correct referent. Based on those results derived from more naturalistic stimuli, the cross-situational learning solution cannot be useful to solve the mapping problem in the real world because cross-situational statistics from the real world are much more ambiguous than those created in experimental studies. To examine the feasibility of cross-situational learning in everyday contexts, the present study aims to quantify visual-audio statistics from one of everyday activities—parent–child toy play. We analyze parent naming events in a video corpus of infant-perspective scenes during parent–child toy play in a naturalistic lab setting, where we found three distinct properties that characterize statistical regularities perceived by young learners: (1) there are a limited number of visual scene compositions perceived by young learners at the moments when they hear object names; (2) the frequencies of parent naming events are distributed in a skewed, Zipfian fashion; and (3) cross-situational statistics in naturalistic toy play are comparable to those used in laboratory experiments. Our results underscore the importance of quantifying the statistical regularities in the input from the learner's perspective in order to shed light on the mechanisms supporting early word learning.

早期语言学习背景下的跨情景统计:来自自然亲子互动的证据
根据跨情景学习理论,婴儿从多个父母命名事件中收集统计信息,以解决单个命名事件中模糊的单词参照映射。虽然先前的实验研究表明,婴儿和成人学习者可以根据实验中多种学习情境中编码的统计规律建立正确的映射,但其他使用更自然的刺激(例如,现实世界的视频)的研究表明,成人推断正确所指的能力表现不佳。基于这些来自更自然的刺激的结果,跨情境学习解决方案不能用于解决现实世界中的映射问题,因为来自现实世界的跨情境统计数据比实验研究中产生的统计数据更加模糊。为了检验日常情境下跨情境学习的可行性,本研究旨在量化亲子玩具游戏这一日常活动的视听统计数据。我们在一个自然主义的实验室环境中分析了亲子玩具玩过程中婴儿视角场景的视频语料库中的父母命名事件,发现幼儿学习者感知到的统计规律有三个明显的特征:(1)幼儿学习者在听到物体名称时感知到的视觉场景组成数量有限;(2)父母命名事件的频率呈倾斜的Zipfian分布;(3)自然主义玩具游戏中的跨情境统计与实验室实验中的统计具有可比性。我们的研究结果强调了从学习者的角度量化输入的统计规律的重要性,以便阐明支持早期单词学习的机制。
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来源期刊
Cognitive Science
Cognitive Science PSYCHOLOGY, EXPERIMENTAL-
CiteScore
4.10
自引率
8.00%
发文量
139
期刊介绍: Cognitive Science publishes articles in all areas of cognitive science, covering such topics as knowledge representation, inference, memory processes, learning, problem solving, planning, perception, natural language understanding, connectionism, brain theory, motor control, intentional systems, and other areas of interdisciplinary concern. Highest priority is given to research reports that are specifically written for a multidisciplinary audience. The audience is primarily researchers in cognitive science and its associated fields, including anthropologists, education researchers, psychologists, philosophers, linguists, computer scientists, neuroscientists, and roboticists.
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