The functional approach to compositional distributional semantics considers transitive verbs to be linear maps that transform the distributional vectors representing nouns into a vector representing a sentence.
Nov 28, 2014
An initial investigation uses a matrix consisting of the parameters of a logistic regression classifier trained on a plausibility task as a transitive verb ...
The functional approach to compositional distributional semantics considers transitive verbs to be linear maps that transform the distributional vectors ...
Dec 12, 2014 · The functional approach to compositional distributional semantics considers tran- sitive verbs to be linear maps that transform the ...
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We compare our method to a commonly used corpus-based method for constructing a verb matrix and find that the plausibility training may be more effective for ...
Using sentence plausibility to learn the semantics of transitive verbs. CoRR abs/1411.7942. Zeiler, M. D. (2012). ADADELTA: an adaptive learning rate method.
To learn the embeddings of transitive verb phrases, we focus on the role of adjuncts, which optionally complement the meaning of the verb phrases. For example, ...
The probabilistic formulation of the semantic model equates the plausibility of a verb– argument–role triple with the probability of seeing the thematic role ...
As in the case of transitive verbs, we can reason about them, based on the semantics types of things we know. • We know that all sentences denote truth-values.
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A Factorized Model for Transitive Verbs in Compositional Distributional Semantics ... Using Sentence Plausibility to Learn the Semantics of Transitive Verbs · T ...