University of Illinois Urbana-Champaign

Using known words to learn more words: A distributional model of child vocabulary acquisition

Flores, Andrew Z

Content Files
FLORES-THESIS-2021.pdf

Permalink

https://hdl.handle.net/2142/114091

Description

Title
Using known words to learn more words: A distributional model of child vocabulary acquisition
Author(s)
Flores, Andrew Z
Issue Date
2021-12-03
Director of Research (if dissertation) or Advisor (if thesis)
Willits, Jon
Department of Study
Psychology
Discipline
Psychology
Degree Granting Institution
University of Illinois at Urbana-Champaign
Degree Name
M.S.
Degree Level
Thesis
Date of Ingest
2022-04-29T21:58:34Z
Keyword(s)
  • vocabulary
  • age of acquisition
  • distributional learning
  • prior knowledge
  • bootstrapping
Abstract
Why do children learn some words before others? A large body of behavioral research has identified properties of the language environment that facilitate word learning, emphasizing the importance of particularly informative language contexts. However, these findings have not informed research that uses distributional properties of words to predict vocabulary composition. In the current work, we introduce a predictor of word learning that emphasizes the role of prior knowledge. We investigate item-based variability in vocabulary development using lexical properties of distributional statistics derived from a large corpus of child-directed speech. Unlike previous analyses, we predicted word trajectories cross-sectionally, shedding light on trends in vocabulary development that may not have been evident at a single time point. We also show that regardless of a word’s grammatical class the best distributional predictor of whether a child knows a word is the number of other known words with which that word tends to co-occur.
Graduation Semester
2021-12
Type of Resource
Thesis
Permalink
http://hdl.handle.net/2142/114091
Copyright and License Information
Copyright 2021 Andrew Flores

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