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The Greedy and Recursive Search for Morphological Productivity
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In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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A Grounded Approach to Modeling Generic Knowledge Acquisition
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In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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Grounding Word Learning Across Situations
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In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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Falling Through the Gaps: Neural Architectures as Models of Morphological Rule Learning
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In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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A Grounded Approach to Modeling Generic Knowledge Acquisition ...
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A Grounded Approach to Modeling Generic Knowledge Acquisition ...
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The Greedy and Recursive Search for Morphological Productivity ...
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Abstract:
As children acquire the knowledge of their language's morphology, they invariably discover the productive processes that can generalize to new words. Morphological learning is made challenging by the fact that even fully productive rules have exceptions, as in the well-known case of English past tense verbs, which features the -ed rule against the irregular verbs. The Tolerance Principle is a recent proposal that provides a precise threshold of exceptions that a productive rule can withstand. Its empirical application so far, however, requires the researcher to fully specify rules defined over a set of words. We propose a greedy search model that automatically hypothesizes rules and evaluates their productivity over a vocabulary. When the search for broader productivity fails, the model recursively subdivides the vocabulary and continues the search for productivity over narrower rules. Trained on psychologically realistic data from child-directed input, our model displays developmental patterns observed in ...
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Keyword:
Cognitive Linguistics; Cognitive Neuroscience; Cognitive Science; Management; Social Anthropology
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URL: https://underline.io/lecture/26962-the-greedy-and-recursive-search-for-morphological-productivity https://dx.doi.org/10.48448/1x39-1033
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Local Processes of Homophone Acquisition
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In: Proceedings of the Society for Computation in Linguistics (2019)
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