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1
A Tensor-based Factorization Model of Semantic Compositionality
In: Proceedings of the Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL) ; Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL) ; https://hal.archives-ouvertes.fr/hal-00997334 ; Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL), Jun 2013, Atlanta, United States. pp.1142-1151 (2013)
Abstract: International audience ; In this paper, we present a novel method for the computation of compositionality within a distributional framework. The key idea is that compositionality is modeled as a multi-way interaction between latent factors, which are automatically constructed from corpus data. We use our method to model the composition of subject verb object triples. The method consists of two steps. First, we compute a latent factor model for nouns from standard co-occurrence data. Next, the latent factors are used to induce a latent model of three-way subject verb object interactions. Our model has been evaluated on a similarity task for transitive phrases, in which it exceeds the state of the art.
Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing; [SCCO.COMP]Cognitive science/Computer science; [SCCO.LING]Cognitive science/Linguistics; [SHS.LANGUE]Humanities and Social Sciences/Linguistics
URL: https://hal.archives-ouvertes.fr/hal-00997334/file/naaclhlt2013.pdf
https://hal.archives-ouvertes.fr/hal-00997334
https://hal.archives-ouvertes.fr/hal-00997334/document
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2
Designing and evaluating patterns for relation acquisition from texts with Caméléon
In: ISSN: 0929-9971 ; Terminology. International Journal of Theoretical and Applied Issues in Specialized Communication ; https://hal.archives-ouvertes.fr/hal-01983719 ; Terminology. International Journal of Theoretical and Applied Issues in Specialized Communication , John Benjamins Publishing, 2008, Pattern-based Approaches to Semantic Relation Extraction, 14 (1), pp.45-73. ⟨10.1075/term.14.1.04aus⟩ (2008)
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