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1
Optimality Theory: Constraint Interaction in Generative Grammar ...
Smolensky, Paul; Prince, Alan S.. - : Rutgers University, 2022
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Compositional processing emerges in neural networks solving math problems
In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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Infinite use of finite means? Evaluating the generalization of center embedding learned from an artificial grammar
In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
Abstract: Human language is often assumed to make "infinite use of finite means" - that is, to generate an infinite number of possible utterances from a finite number of building blocks. From an acquisition perspective, this assumed property of language is interesting because learners must acquire their languages from a finite number of examples. To acquire an infinite language, learners must therefore generalize beyond the finite bounds of the linguistic data they have observed. In this work, we use an artificial language learning experiment to investigate whether people generalize in this way. We train participants on sequences from a simple grammar featuring center embedding, where the training sequences have at most two levels of embedding, and then evaluate whether participants accept sequences of a greater depth of embedding. We find that, when participants learn the pattern for sequences of the sizes they have observed, they also extrapolate it to sequences with a greater depth of embedding. These results support the hypothesis that the learning biases of humans favor languages with an infinite generative capacity.
Keyword: cognitive science
URL: https://escholarship.org/uc/item/67z0195s
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4
Compositional Processing Emerges in Neural Networks Solving Math Problems ...
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5
Distributed neural encoding of binding to thematic roles ...
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6
Infinite use of finite means? Evaluating the generalization of center embedding learned from an artificial grammar ...
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7
Compositional processing emerges in neural networks solving math problems ...
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8
How much do language models copy from their training data? Evaluating linguistic novelty in text generation using RAVEN ...
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9
Compositional Processing Emerges in Neural Networks Solving Math Problems
In: Cogsci (2021)
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10
Emergent Gestural Scores in a Recurrent Neural Network Model of Vowel Harmony
In: Proceedings of the Society for Computation in Linguistics (2021)
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11
Testing for Grammatical Category Abstraction in Neural Language Models
In: Proceedings of the Society for Computation in Linguistics (2021)
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12
Universal linguistic inductive biases via meta-learning ...
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13
Tensor Product Decomposition Networks: Uncovering Representations of Structure Learned by Neural Networks
In: Proceedings of the Society for Computation in Linguistics (2020)
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14
Learning a gradient grammar of French liaison
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2019 Annual Meeting on Phonology ; 2377-3324 (2020)
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15
RNNs Implicitly Implement Tensor Product Representations
In: International Conference on Learning Representations ; ICLR 2019 - International Conference on Learning Representations ; https://hal.archives-ouvertes.fr/hal-02274498 ; ICLR 2019 - International Conference on Learning Representations, May 2019, New Orleans, United States (2019)
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16
Quantum Language Processing ...
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17
Transient blend states and discrete agreement-driven errors in sentence production
In: Proceedings of the Society for Computation in Linguistics (2019)
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18
Augmentic Compositional Models for Knowledge Base Completion Using Gradient Representations
In: Proceedings of the Society for Computation in Linguistics (2019)
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19
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations ...
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20
A Simple Recurrent Unit with Reduced Tensor Product Representations ...
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