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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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3
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 ...
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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)
Abstract: Neural models of Knowledge Base data have typically employed compositional representations of graph objects: entity and relation embeddings are systematically combined to evaluate the truth of a candidate Knowedge Base entry. Using a model inspired by Harmonic Grammar, we propose to tokenize triplet embeddings by subjecting them to a process of optimization with respect to learned well-formedness conditions on Knowledge Base triplets. The resulting model, known as Gradient Graphs, leads to sizable improvements when implemented as a companion to compositional models. Also, we show that the "supracompositional" triplet token embeddings it produces have interpretable properties that prove helpful in performing inference on the resulting triplet representations.
Keyword: Computational Linguistics; Computational Semantics; Knowledge Base Completion; Neural Networks
URL: https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1094&context=scil
https://scholarworks.umass.edu/scil/vol2/iss1/27
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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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