Characterizing the relationship between lexical and morphological development

Mika Braginsky1, Virginia A. Marchman2, Michael C. Frank2


1 Massachusetts Institute of Technology
2 Stanford University

Overview

Learning morphology requires generalizing without overgeneralizing

Empirical landscape of vocabulary ↔︎️ morphology ↔︎️ age

  1. Is morphology learning driven more by vocabulary or by age?
  2. How does morphology learning depend on vocabulary and age?
  3. How does morphology learning differ for different verbs?

CDI data for Danish, English, Norwegian:

  • Stem + correct (says go and went)
  • Stem + overregularized (says go and goed/wented)
  • Number of verbs producing
  • Age (16–36 months)

says ~ verbs + verbs² + age + age & verbs + age & verbs² + (verbs + age | item)

Vocabulary or age?

Vocabulary and age

Correct inflection (go + went)

Overregularization (go + goed/wented)

Individual verbs

Summary

  • Irregular morphology learning relates strongly to vocabulary learning
  • As vocabulary increases…
    • it drives correct inflection more strongly
    • it drives overregularization less strongly
  • Older children…
    • are more likely to produce correct forms and overregularize
    • are less strongly driven to correct inflection by vocabulary size
  • For verbs whose correct inflection is more influenced by vocabulary, their overregularization is also more influenced by vocabulary
Future directions:
  • What properties of individual verbs influence their correct inflection and overregularization?
  • Extension to more languages, more complex morphologies