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21
Machine learning methods for vector-based compositional semantics ...
Maillard, Jean. - : Apollo - University of Cambridge Repository, 2020
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22
Sintassi delle frasi idiomatiche e delle frasi libere dell’italiano: differenze o similarità?
In: Lingue e Linguaggi; Volume 33 (2019); 317-335 (2020)
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23
Modeling Conventionalization and Predictability within MWEs at the Brain Level
In: Proceedings of the Society for Computation in Linguistics (2020)
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24
Tensor Product Decomposition Networks: Uncovering Representations of Structure Learned by Neural Networks
In: Proceedings of the Society for Computation in Linguistics (2020)
Abstract: We introduce an analysis technique for understanding compositional structure present in the vector representations used by neural networks. The inner workings of neural networks are notoriously difficult to understand, and in particular it is far from clear how they manage to perform remarkably well on tasks that depend on compositional structure even though they use continuous vector representations with no obvious compositional structure. Using our analysis technique, we show that the representations of these models can be closely approximated by Tensor Product Representations, a type of interpretable structure that lends significant insight into the workings of these hard-to-interpret models.
Keyword: compositionality; Computational Linguistics; neural networks; symbolic structure; tensor product representations
URL: https://scholarworks.umass.edu/scil/vol3/iss1/55
https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1130&context=scil
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25
The meaning of language
Ebbers, Melissa; Martin, Robert M.; Savage, Heidi. - London, England : The MIT Press, 2019
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UB Frankfurt Linguistik
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26
Open compositionality : toward a new methodology of language
García Ramírez, Eduardo. - London : Lexington Books, 2019
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UB Frankfurt Linguistik
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27
Light verb semantics in the 'International corpus of English': onomasiological variation, identity evidence and degrees of lightness
In: English language and linguistics. - Cambridge : Cambridge Univ. Press 23 (2019) 1, 55-80
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28
Necessity lost : modality and logic in early analytic philosophy ; Volume 1
Shieh, Sanford. - Oxford, United Kingdom : Oxford University Press, 2019
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UB Frankfurt Linguistik
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29
How flexible are idioms? : A corpus-based study
In: Linguistics. - Berlin [u.a.] : Mouton de Gruyter 57 (2019) 4, 735-767
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30
Methods for taking semantic graphs apart and putting them back together again ...
Groschwitz, Jonas. - : Universität des Saarlandes, 2019
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31
Methods for taking semantic graphs apart and putting them back together again
Groschwitz, Jonas. - : Sydney, Australia : Macquarie University, 2019
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32
Sintassi delle frasi idiomatiche e delle frasi libere dell'italiano: differenze o similarità? ...
Vietri, Simonetta. - : University of Salento, 2019
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33
Formulaic Thought and Expression in Linguistic Politeness ; Culture, Cognition, Discourse and Grammar: Cognitive Considerations on Formulaic Language
Vogel, Carl. - : Peter Lang, 2019
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34
Sentences as systems. The principle of compositionality and its limits
Frigerio, Aldo (orcid:0000-0003-4698-2110). - : Springer International Publishing, 2019. : country:CHE, 2019. : place:ZURICH, 2019
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35
Machine learning methods for vector-based compositional semantics
Maillard, Jean. - : University of Cambridge, 2019. : Department of Computer Science and Technology, 2019. : St John's College, 2019
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36
Induction and interaction in the evolution of language and conceptual structure
Carr, Jon William. - : The University of Edinburgh, 2019
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37
Methods for taking semantic graphs apart and putting them back together again
Groschwitz, Jonas. - : Saarländische Universitäts- und Landesbibliothek, 2019
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38
What Do Neural Networks Actually Learn, When They Learn to Identify Idioms?
In: Proceedings of the Society for Computation in Linguistics (2019)
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39
Meaning in linguistic interaction : semantics, metasemantics, philosophy of language
Jaszczolt, Katarzyna. - Oxford : Oxford University Press, 2018
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UB Frankfurt Linguistik
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40
Puzzles of reference
Cappelen, Herman; Dever, Josh. - Oxford, United Kingdom : Oxford University Press, 2018
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UB Frankfurt Linguistik
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