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.
Ferrone, L., Zanzotto, F.m. (2014). Distributed Smoothed Tree Kernel. In Proceedings of the First Italian Conference on Computational Linguistics CLiC-it 2014 & the Fourth International Workshop EVALITA 2014 (pp.169-174). Pisa : Pisa University Press [10.12871/CLICIT2014133].
Distributed Smoothed Tree Kernel
ZANZOTTO, FABIO MASSIMO
2014-01-01
Abstract
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.| File | Dimensione | Formato | |
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