When Children's Production Deviates From Observed Input: Modeling the Variable Production of the English Past Tense

Author:

Barak Libby12ORCID,Harmon Zara34,Feldman Naomi H.34,Edwards Jan5,Shafto Patrick67

Affiliation:

1. Department of Linguistics Montclair State University

2. Department of Computer Science Montclair State University

3. Institute for Advanced Computer Studies (UMIACS) University of Maryland

4. Department of Linguistics University of Maryland

5. Department of Hearing and Speech Sciences University of Maryland

6. Department of Mathematics and Computer Science Rutgers University

7. School of Mathematics Institute for Advanced Studies

Abstract

AbstractAs children gradually master grammatical rules, they often go through a period of producing form‐meaning associations that were not observed in the input. For example, 2‐ to 3‐year‐old English‐learning children use the bare form of verbs in settings that require obligatory past tense meaning while already starting to produce the grammatical –ed inflection. While many studies have focused on overgeneralization errors, fewer studies have attempted to explain the root of this earlier stage of rule acquisition. In this work, we use computational modeling to replicate children's production behavior prior to the generalization of past tense production in English. We illustrate how seemingly erroneous productions emerge in a model, without being licensed in the grammar and despite the model aiming at conforming to grammatical forms. Our results show that bare form productions stem from a tension between two factors: (1) trying to produce a less frequent meaning (the past tense) and (2) being unable to restrict the production of frequent forms (the bare form) as learning progresses. Like children, our model goes through a stage of bare form production and then converges on adult‐like production of the regular past tense, showing that these different stages can be accounted for through a single learning mechanism.

Funder

National Institutes of Health

Publisher

Wiley

Subject

Artificial Intelligence,Cognitive Neuroscience,Experimental and Cognitive Psychology

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Exploring global linguistic nuances: analyzing region-specific inflectional morpheme frequency in ICNALE;Asian-Pacific Journal of Second and Foreign Language Education;2024-08-01

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