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  1. Predicting Age of Acquisition for Children's Early Vocabulary in Five Languages Using Language Model Surprisal.Eva Portelance, Yuguang Duan, Michael C. Frank & Gary Lupyan - 2023 - Cognitive Science 47 (9):e13334.
    What makes a word easy to learn? Early‐learned words are frequent and tend to name concrete referents. But words typically do not occur in isolation. Some words are predictable from their contexts; others are less so. Here, we investigate whether predictability relates to when children start producing different words (age of acquisition; AoA). We operationalized predictability in terms of a word's surprisal in child‐directed speech, computed using n‐gram and long‐short‐term‐memory (LSTM) language models. Predictability derived from LSTMs was generally a better (...)
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  • A Critical Review of Network‐Based and Distributional Approaches to Semantic Memory Structure and Processes.Abhilasha A. Kumar, Mark Steyvers & David A. Balota - 2022 - Topics in Cognitive Science 14 (1):54-77.
    Topics in Cognitive Science, Volume 14, Issue 1, Page 54-77, January 2022.
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  • Exploring Patterns of Stability and Change in Caregivers' Word Usage Across Early Childhood.Hang Jiang, Michael C. Frank, Vivek Kulkarni & Abdellah Fourtassi - 2022 - Cognitive Science 46 (7):e13177.
    The linguistic input children receive across early childhood plays a crucial role in shaping their knowledge about the world. To study this input, researchers have begun applying distributional semantic models to large corpora of child‐directed speech, extracting various patterns of word use/co‐occurrence. Previous work using these models has not measured how these patterns may change throughout development, however. In this work, we leverage natural language processing methods—originally developed to study historical language change—to compare caregivers' use of words when talking to (...)
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  • Onset Neighborhood Density Slows Lexical Access in High Vocabulary 30‐Month Olds.Seamus Donnelly & Evan Kidd - 2021 - Cognitive Science 45 (9):e13022.
    There is consensus that the adult lexicon exhibits lexical competition. In particular, substantial evidence demonstrates that words with more phonologically similar neighbors are recognized less efficiently than words with fewer neighbors. How and when these effects emerge in the child's lexicon is less clear. In the current paper, we build on previous research by testing whether phonological onset density slows lexical access in a large sample of 100 English‐acquiring 30‐month‐olds. The children participated in a visual world looking‐while‐listening task, in which (...)
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