A 2D neural cellular automaton spontaneously self-organizes into a Proto-CKY representation that exhibits syntactic processing capabilities for context-free grammars when trained on membership problems.
Targeted Syntactic Evaluation of Language Models
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Computational experiments show verb learning benefits in child-directed language likely stem from spoken register properties rather than unique optimization for children.
citing papers explorer
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On the Emergence of Syntax by Means of Local Interaction
A 2D neural cellular automaton spontaneously self-organizes into a Proto-CKY representation that exhibits syntactic processing capabilities for context-free grammars when trained on membership problems.
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Is Child-Directed Language Optimized for Word Learning? A Computational Study of Verb Meaning Acquisition
Computational experiments show verb learning benefits in child-directed language likely stem from spoken register properties rather than unique optimization for children.