[PDF] Top 20 Composition of Compound Nouns Using Distributional Semantics

... Consistent with the work of (Mitchell and Lap- ata, 2010), all compositional models outperform the head-only and modifier-only models, indicat- ing the utility of the composition functions. The simple additive ... See full document

... by distributional semantics to get a sensible distri- butional representation for more complex expres- sions, consisting of several ...for composition that can model meaning composition not ... See full document

... compositional distributional semantics, as well as making the relevant techniques easily available to those interested in their many potential applica- tions, ...construct distributional semantic ... See full document

... with distributional semantics, both in terms of approximating the actual distribution of phrases in corpora and in terms of the quality of the nearest neighbors they ...that composition models ... See full document

... of compound nouns using Mechanical ...of distributional models for com- positionality detection – constituent based models and composition function based ...the composition ... See full document

... The verb disambiguation task (GS11) (Grefen- stette and Sadrzadeh, 2011) involves distinguish- ing between senses of an ambiguous verb, given subject and object nouns as context. The dataset consists of 200 ... See full document

... relation using vector addition or component- wise ...than composition and it is not obvious how one would carry out further disambiguations within the context of a whole ... See full document

... space. Since these parameters are independent for each value of t, each set of n 2 parameters can be learnt in parallel. We are currently exploring ways of learning these parameters. The form of the equation above ... See full document

... However, although it is generally true that mul- tiplying −−→ run with −−−→ horse will filter out most of the components of −−→ run that are irrelevant to ‘dissolve’ (since the ‘dissolve’-related elements of −−−→ horse ... See full document

... to distributional semantics generally involve representing words as points in a high-dimensional vector ...‘natural’ composition oper- ations that have clear analogues with operations in formal ... See full document

... of compound nouns using comparable corpora from technical ...dictionary. Compound splitting allows to transform a compound into a sequence of components which can be translated ... See full document

... Distributional semantics has revolutionised com- putational semantics by representing the meaning of linguistic expressions as vectors that capture their co-occurrence patterns in large corpora (Tur- ... See full document

... (2014) using a heterogeneous set of fea- tures that include WordNet and extra training ...on distributional similarity as well as other sources, such as WordNet and named entity ... See full document

... of compound compo- sitionality using distributional semantics (Reddy et ...The distributional measures that are used to predict the compositionality of compounds are in fact mea- suring ... See full document

... occur. Distributional models capture the graded nature of meaning, but do not adequately capture log- ical structure (Grefenstette, ...2011). Distributional similarity is usually a mix- ture of semantic ... See full document

... use distributional statistics to determine the proba- bility that a WordNet-derived inference rule is valid in a given ...lexical semantics is integrated into the lexicon, rather than being implemented as ... See full document

... underlying semantics into account, we use co- sine similarity of 100-dimensional latent vectors of the candidate substrings and of the textual com- ponents of the SCU (label and ... See full document

... Traditionally, documents have been represented as a weighted bag-of-words (BoW) or tf-idf feature vector, which contains weighted information about the presence or absence of words in a document by using a fixed ... See full document

... all contexts, even in contexts like “Sue believes that. . . ” where they should not be exchangeable. Hyper- intensional semantics addresses this problem. In particular, some approaches (Fox and Lappin, 2001, 2005; ... See full document

... every compound, syntactic property, semantic content, headedness and all characteristics of different kinds of compounds are basically captured in the notion of ‘construction’ as a unitary ... See full document