Roembke Tanja C, McMurray Bob
Institute of Psychology, RWTH Aachen University.
Department of Psychological and Brain Sciences, Department of Communication Sciences and Disorders, Department of Linguistics, University of Iowa.
Cogn Sci. 2025 Jun;49(6):e70077. doi: 10.1111/cogs.70077.
Computational and animal models suggest that the unlearning or pruning of incorrect meanings matters for word learning. However, it is currently unclear how such pruning occurs during word learning and to what extent it depends on supervised and unsupervised learning. In two experiments (N = 40; N = 42), adult participants first completed a pretraining, in which each word was paired with two objects across trials: its target and another object (termed secondary target [T2]). Subsequently, participants learned the correct word-object-mappings in a supervised training paradigm and were then tested on the word meanings. During training, trials were structured such that some T2s never occurred with the targets, while others did, allowing us to disentangle the contributions of supervised and unsupervised pruning accounts. Eye movements were tracked during training and testing to measure the activation strength of alternative meanings. The experiments were identical but differed in how often the word was paired with the T2 during pretraining. We found that while weak incorrect associations were pruned quickly (Experiment 1), stronger ones remained present even after ceiling performance (Experiment 2), suggesting that the extent to which incorrect associations are unlearned depends on the strength of the initial mappings. Additionally, pruning was observed even for T2s that did not co-occur with their corresponding word during training in line with unsupervised pruning. Overall, these findings imply that subtle incorrect associations may remain in the lexicon and contribute to other language processes (e.g., word recognition) even after word learning is completed.
计算模型和动物模型表明,消除或修剪错误的词义对于词汇学习至关重要。然而,目前尚不清楚这种修剪在词汇学习过程中是如何发生的,以及它在多大程度上依赖于监督学习和无监督学习。在两项实验中(实验一N = 40;实验二N = 42),成年参与者首先完成一个预训练,在这个预训练中,每个单词在多次试验中与两个物体配对:它的目标物体和另一个物体(称为次要目标物体 [T2])。随后,参与者在一个监督训练范式中学习正确的单词 - 物体映射关系,然后接受词义测试。在训练过程中,试验的结构设计使得一些T2从未与目标物体同时出现,而另一些则出现过,这使我们能够区分监督修剪和无监督修剪的作用。在训练和测试过程中跟踪眼球运动,以测量替代词义的激活强度。这两项实验是相同的,但在预训练期间单词与T2配对的频率上有所不同。我们发现,虽然弱的错误关联很快被修剪掉(实验一),但即使在达到最高表现水平后,较强的错误关联仍然存在(实验二),这表明错误关联被消除的程度取决于初始映射的强度。此外,根据无监督修剪,即使在训练期间没有与相应单词同时出现的T2也被观察到有修剪现象。总体而言,这些发现意味着即使在词汇学习完成后,细微的错误关联可能仍会保留在词汇表中,并对其他语言过程(如单词识别)产生影响。