Soumik Dey


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2025

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Performance and competence intertwined: A computational model of the Null Subject stage in English-speaking children
Soumik Dey | William Sakas
Proceedings of the Second International Workshop on Construction Grammars and NLP

The empirically established null subject (NS) stage, lasting until about 4 years of age, involves frequent omission of subjects by children. Orfitelli and Hyams (2012) observe that young English speakers often confuse imperative NS utterances with declarative ones due to performance influences, promoting a temporary null subject grammar. We propose a new computational parameter to measure this misinterpretation and incorporate it into a simulated model of obligatory subject grammar learning. Using a modified version of the Variational Learner (Yang, 2012) which works for superset-subset languages, our simulations support Orfitelli and Hyams’ hypothesis. More generally, this study outlines a framework for integrating computational models in the study of grammatical acquisition alongside other key developmental factors.

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From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning
Ranran Haoran Zhang | Bensu Uçar | Soumik Dey | Hansi Wu | Binbin Li | Rui Zhang
Findings of the Association for Computational Linguistics: NAACL 2025