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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)
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4
Compositional Processing Emerges in Neural Networks Solving Math Problems ...
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Distributed neural encoding of binding to thematic roles ...
Abstract: A framework and method are proposed for the study of constituent composition in fMRI. The method produces estimates of neural patterns encoding complex linguistic structures, under the assumption that the contributions of individual constituents are additive. Like usual techniques for modeling compositional structure in fMRI, the proposed method employs pattern superposition to synthesize complex structures from their parts. Unlike these techniques, superpositions are sensitive to the structural positions of constituents, making them irreducible to structure-indiscriminate ("bag-of-words") models of composition. Reanalyzing data from a study by Frankland and Greene (2015), it is shown that comparison of neural predictive models with differing specifications can illuminate aspects of neural representational contents that are not apparent when composition is not modelled. The results indicate that the neural instantiations of the binding of fillers to thematic roles in a sentence are non-orthogonal, and ... : Originally presented as a poster MACSIM 8 (2019) ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2110.12342
https://arxiv.org/abs/2110.12342
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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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