Distributed Smoothed Tree Kernel

In this paper we explore the possibility to merge the world of Compositional Distributional Semantic Models (CDSM) with Tree Kernels (TK). In particular, we will introduce a specific tree kernel (smoothed tree kernel, or STK) and then show that is possibile to approximate such kernel with the dot pr...

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Bibliografiske detaljer
Udgivet i:URI:https://journals.openedition.org/ijcol,
Auteurs principaux: Ferrone, Lorenzo, Zanzotto, Fabio Massimo
Format: Article ou chapitre numérique
Sprog:Anglais
Udgivet: IJCoL 2020
Online adgang:Accès Université d'Orléans et IFPM
Accès Université d'Orléans et IFPM
Beskrivelse
Summary:In this paper we explore the possibility to merge the world of Compositional Distributional Semantic Models (CDSM) with Tree Kernels (TK). In particular, we will introduce a specific tree kernel (smoothed tree kernel, or STK) and then show that is possibile to approximate such kernel with the dot product of two vectors obtained compositionally from the sentences, creating in such a way a new CDSM.