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Toddlers' transitions on non-verbal false-belief tasks involving a novel location: A constructivist connectionist model

机译:幼儿在涉及新颖地点的非口头虚假信仰任务的转型:建构主义联系人模型

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Some argue that children learn a Theory of Mind (ToM), the understanding that others have mental states, at around 3.5 years. This is evidenced by their transition from failure to success on verbal false-belief tasks, when they begin to verbally predict an actress will search for a toy where she falsely believes it to be, rather than in its actual location. However, nonverbal measures have recently been used to show that children in their second year of life may already have some understanding of others' false beliefs. We present a Sibling-Descendant Cascade-Correlation neural-network model of one study that found 25-month-old toddlers correctly anticipated an actress would search according to her false belief. Networks were trained on true- and false-belief search patterns, simulating toddlers' everyday experience with true and false beliefs, and then tested on nonverbal true- and false-belief tasks involving a novel location. Networks transitioned from incorrectly predicting true-belief searches in both true- and false-belief tasks to making correct predictions in both tasks. Our model thus (1) reproduced the transition that has been observed in older children and (2) generalized its learning to a novel location. The model can be used to refine our understanding of the transitions while again demonstrating the usefulness of SDCC as an algorithm for modeling cognitive development.
机译:有人认为,孩子们学会了一种心灵理论(汤姆),了解其他人有精神状态,左右3岁。当他们从失败取得成功时,他们开始对口头虚假的任务取得成功的证明,当他们开始口头预测,女演员将搜索一个玩具,在那里她错误地认为它是,而不是在它的实际位置。然而,最近曾经习惯了非语言措施,表明他们的第二年生命中的孩子可能已经对他人的虚假信仰有所了解。我们提出了一个兄弟姐妹 - 后代级联相关神经网络模型,一项研究发现,正确预测女演员将根据她的错误信仰搜索25个月的幼儿。网络培训了真正,虚假的搜索模式,模拟了幼儿的日常体验,以真假信仰,然后在涉及新颖地点的非语言真实和假信念任务上进行测试。从错误预测的网络转换到真正和假信念任务中的真实信仰搜索,以便在两个任务中进行正确的预测。我们的模型(1)再现了在年龄较大的儿童中观察到的过渡,(2)将其学习推广到新的位置。该模型可用于改进我们对转换的理解,同时再次证明SDCC作为用于建模认知发展的算法的实用性。

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