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Published on: July 13, 2019
Logical word learning: The case of kinship
Francis Mollica1, Steven T Piantadosi2
1University of Edinburgh, Edinburgh, Scotland. mollicaf@gmail.com.
This study introduces a computational model for kinship term acquisition, closely mimicking developmental patterns. The model successfully learns diverse kinship systems and explains common childhood learning errors like over-generalization.
Area of Science:
- Cognitive Science
- Developmental Psychology
- Computational Linguistics
Background:
- Kinship terms are fundamental to social structure and language.
- Previous models have not fully captured developmental nuances of kinship concept acquisition.
Purpose of the Study:
- To develop the first computational model of kinship term learning tied to developmental phenomena.
- To explain characteristic-to-defining shifts in concept learning.
- To predict the order of kinship term acquisition.
Main Methods:
- Program induction computational modeling.
- Cross-linguistic data analysis (English, Pukapuka, Turkish, Yanomamö).
- Simulated naturalistic learning environments via interviews.
Main Results:
- The model successfully learned multiple kinship systems of varying complexity.
- Under-extension and over-generalization errors naturally emerged from the model.
- The characteristic-to-defining shift was observed in simulated naturalistic contexts.
Conclusions:
- The computational model provides a robust framework for understanding kinship concept development.
- Model simulations offer insights into factors influencing acquisition order and provide novel predictions.
- The framework shows potential for generalization to other conceptual domains.
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