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1
Formal Language Recognition by Hard Attention Transformers: Perspectives from Circuit Complexity ...
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2
An Adversarial Benchmark for Fake News Detection Models ...
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3
Attribution Analysis of Grammatical Dependencies in LSTMs ...
Hao, Yiding. - : arXiv, 2020
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4
Probabilistic Predictions of People Perusing: Evaluating Metrics of Language Model Performance for Psycholinguistic Modeling ...
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5
Rhythmic Syncope in Subregular Phonology
In: University of Pennsylvania Working Papers in Linguistics (2020)
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6
Metrical Grids and Generalized Tier Projection
In: Proceedings of the Society for Computation in Linguistics (2020)
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7
Computing Vowel Harmony: The Generative Capacity of Search & Copy
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2019 Annual Meeting on Phonology ; 2377-3324 (2020)
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8
Action-Sensitive Phonological Dependencies ...
Hao, Yiding; Bowers, Dustin. - : arXiv, 2019
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9
Finding Syntactic Representations in Neural Stacks ...
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10
Learnability and Overgeneration in Computational Syntax
In: Proceedings of the Society for Computation in Linguistics (2019)
Abstract: This paper addresses the hypothesis that unnatural patterns generated by grammar formalisms can be eliminated on the grounds that they are unlearnable. I consider three examples of formal languages thought to represent dependencies unattested in natural language syntax, and show that all three can be learned by grammar induction algorithms following the Distributional Learning paradigm of Clark and Eyraud (2007). While learnable language classes are restrictive by necessity (Gold, 1967), these facts suggest that learnability alone may be insufficient for addressing concerns of overgeneration in syntax.
Keyword: computational linguistics; context-free grammars; distributional learning; formal language theory; grammatical inference; learnability; machine learning; mathematical linguistics; minimalist grammars; multiple context-free grammars; overgeneration; poverty of the stimulus; syntax
URL: https://scholarworks.umass.edu/scil/vol2/iss1/14
https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1092&context=scil
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