Distributional Models of Preposition Semantics
نویسندگان
چکیده
Prepositions are often considered to have too little semantic content or be too polysemous to warrant a proper semantic description. We first illustrate the suitability of distributional similarity methods for analysing preposition semantics by way of an inter-preposition similarity task, and make the claim that any semantic account of preposition semantics must be partially conditioned on valence. We further apply distributional similarity methods to a particle compositionality task.
منابع مشابه
Distributional Similarity and Preposition Semantics
Prepositions are often considered to have too little semantic content or be too polysemous to warrant a proper semantic description. We illustrate the suitability of distributional similarity methods for analysing preposition semantics by way of an inter-preposition similarity task, and make the claim that any semantic account of preposition semantics must be partially conditioned on valence.
متن کاملBaldwin, Timothy (2006) Distributional Similarity and Preposition Semantics, In Patrick Saint-Dizier (ed.) Computational Linguistics Dimensions of Syntax and Semantics of Prepositions, Springer, ISBN 1402038496, pp. 197-210
Prepositions are often considered to have too little semantic content or be too polysemous to warrant a proper semantic description. We illustrate the suitability of distributional similarity methods for analysing preposition semantics by way of an inter-preposition similarity task, and make the claim that any semantic account of preposition semantics must be partially conditioned on valence.
متن کاملLeveraging Preposition Ambiguity to Assess Compositional Distributional Models of Semantics
Complex interactions among the meanings of words are important factors in the function that maps word meanings to phrase meanings. Recently, compositional distributional semantics models (CDSM) have been designed with the goal of emulating these complex interactions; however, experimental results on the effectiveness of CDSM have been difficult to interpret because the current metrics for asses...
متن کاملDisambiguation of the Semantics of German Prepositions: a Case Study
In this paper, we describe our experiments in preposition disambiguation based on a – compared to a previous study – revised annotation scheme and new features derived from a matrix factorization approach as used in the field of distributional semantics. We report on the annotation and Maximum Entropy modelling of the word senses of two German prepositions, mit (‘with’) and auf (‘on’). 500 occu...
متن کاملEstimating Linear Models for Compositional Distributional Semantics
In distributional semantics studies, there is a growing attention in compositionally determining the distributional meaning of word sequences. Yet, compositional distributional models depend on a large set of parameters that have not been explored. In this paper we propose a novel approach to estimate parameters for a class of compositional distributional models: the additive models. Our approa...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2003