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Hits 821 – 828 of 828
821
The Live Principle of Compositionality ∗
Paul J. E. Dekker
In: http://staff.science.uva.nl/~ulle/teaching/lolaco/2013/papers/dekker.pdf
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822
and corpus-based methods: On the compositionality of English V NP-idioms
In: http://www.lingtechcomm.unt.edu/~swulff/research/Wulff (2010).pdf
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823
Understanding and Improving Content Markup for the Web: from the Perspectives of Formal Linguistics, Algebraic Logics, and Cognitive Science
Ladislav J. Kohout
;
Andreas Strotmann
In: http://www.cs.fsu.edu/~strotman/publications/is98-paper.ps.gz
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824
A Neural Theory of Language and Embodied Construction Grammar
Jerome Feldman
;
Ellen Dodge
;
John Bryant
In: http://www.icsi.berkeley.edu/%7Ejbryant/FeldmanDodgeBryantOxford.pdf
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825
SICK through the SemEval glasses: lesson learned from the evaluation of compositional distributional semantic models on full sentences through semantic relatedness and textual entailment
Bentivogli, Luisa
;
Bernardi, Raffaella
;
Marelli, Marco
. - : Springer
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826
Don’t blame distributional semantics if it can’t do entailment
Westera, Matthijs
. - : ACL (Association for Computational Linguistics)
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827
Linguistic generalization and compositionality in modern artificial neural networks.
Baroni, Marco
. - : Royal Society
Abstract:
In the last decade, deep artificial neural networks have achieved astounding performance in many natural language processing tasks. Given the high productivity of language, these models must possess e ective generalization abilities. It is widely assumed that humans handle linguistic productivity by means of algebraic compositional rules: Are deep networks similarly compositional? After reviewing the main innovations characterizing current deep language processing networks, I discuss a set of studies suggesting that deep networks are capable of subtle grammar-dependent generalizations, but also that they do not rely on systematic compositional rules. I argue that the intriguing behaviour of these devices (still awaiting a full understanding) should be of interest to linguists and cognitive scientists, as it o ers a new perspective on possible computational strategies to deal with linguistic productivity beyond rule-based compositionality, and it might lead to new insights into the less systematic generalization patterns that also appear in natural language.
Keyword:
Artificial neural networks
;
Compositionality
;
Deep learning
;
Linguistic productivity
URL:
https://doi.org/10.1098/rstb.2019.0307
http://hdl.handle.net/10230/43459
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828
Compositional Distributional Semantics with Syntactic Dependencies and Selectional Preferences
Gamallo Otero, Pablo
. - : MDPI
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