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[PDF] Top 20 Separating Disambiguation from Composition in Distributional Semantics

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Separating Disambiguation from Composition in Distributional Semantics

Separating Disambiguation from Composition in Distributional Semantics

... (b) composition that produces a mean- ing vector for the whole ...a disambiguation step in the generic methodology of compositional- distributional ... See full document

10

Proceedings of the Workshop on Distributional Semantics and Compositionality

Proceedings of the Workshop on Distributional Semantics and Compositionality

... on distributional semantics and compositionality as well as for those interested in extracting non-compositional phrases from large corpora by applying distributional methods that assign a ... See full document

10

Computing Semantic Compositionality in Distributional Semantics

Computing Semantic Compositionality in Distributional Semantics

... and Distributional Semantics here advocated suggests a very promising perspective: transformation functions corresponding to different syntactic relations could be learned from suitably processed ... See full document

10

DISSECT   DIStributional SEmantics Composition Toolkit

DISSECT DIStributional SEmantics Composition Toolkit

... 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

6

A Generalisation of Lexical Functions for Composition in Distributional Semantics

A Generalisation of Lexical Functions for Composition in Distributional Semantics

... 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

11

Aligning Packed Dependency Trees: A Theory of Composition for Distributional Semantics

Aligning Packed Dependency Trees: A Theory of Composition for Distributional Semantics

... The word embeddings learned by the continuous bag-of-words model (CBOW) and the continuous skip-gram model proposed by Mikolov et al. (2013a, 2013b) are currently among the most popular forms of distributional ... See full document

35

Algebraic Approaches to Compositional Distributional Semantics

Algebraic Approaches to Compositional Distributional Semantics

... We will sketch a method by which Montague semantics can be described within the context-theoretic framework. We follow a standard method of representing logic in language, but instead of representing words using ... See full document

5

Intensionality was only alleged: On adjective noun composition in distributional semantics

Intensionality was only alleged: On adjective noun composition in distributional semantics

... We optimized the remaining parameters of our semantic space construction on the independent task of maximizing correlation with human semantic relatedness ratings on the MEN benchmark 3 (see the references on ... See full document

11

Composition of Compound Nouns Using Distributional Semantics

Composition of Compound Nouns Using Distributional Semantics

... which composition func- tion yields the best result for classifying com- pound noun relations using an SVM for English two-word ...wikidump from July 3, 2016 ...excluded from the model’s ...chosen ... See full document

10

Sentential Representations in Distributional Semantics

Sentential Representations in Distributional Semantics

... Sensitivity to syntactic structure During training, C-PHRASE is sensitive to syntactic structure. To cite an extreme example, boy flowers will be joined in a context-predicting phrase in “these are considered [boy ... See full document

101

Formal Distributional Semantics: Introduction to the Special Issue

Formal Distributional Semantics: Introduction to the Special Issue

... years, distributional models have been extended to handle the semantic composition of words into phrases and longer constituents (Baroni and Zamparelli 2010; Mitchell and Lapata 2010; Socher et ...of ... See full document

17

A Vector Space for Distributional Semantics for Entailment

A Vector Space for Distributional Semantics for Entailment

... sures computed outside the vector space (e.g. symmetric measures (LIN (Lin, 1998)), asym- metric measures (WeedsPrec (Weeds and Weir, 2003; Weeds et al., 2004), balAPinc (Kotlerman et al., 2010), invCL (Lenci and ... See full document

11

A Quantum Theoretic Approach to Distributional Semantics

A Quantum Theoretic Approach to Distributional Semantics

... contrived from corpus co-occurrence counts, albeit admitting to the fact that their operators do not provide sensical eigenkets, most likely because of the simplified method of populating the matrix from ... See full document

11

Semantic transparency: challenges for distributional semantics

Semantic transparency: challenges for distributional semantics

... different composition functions with respect to their ability to model the distinction between three types of adjectival modifier: intersective, subsective, and ...a distributional model of AB semantic ... See full document

10

Distributional semantics from text and images

Distributional semantics from text and images

... We see that purely text-based DM cosines capture a reasonable scale of taxonomic similarity among nominal neighbours (coordinates then hypernyms then meronyms then random nouns), whereas verbs and adjectives are ... See full document

11

Distributional Semantics in Use

Distributional Semantics in Use

... compositional distributional models beyond the word/phrase ...pragmatically-aware distributional mod- els should help us to induce dialogue acts in an unsupervised way and to model them as context update ... See full document

7

Functional Distributional Semantics

Functional Distributional Semantics

... 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

13

Distributional Semantics for Resolving Bridging Mentions

Distributional Semantics for Resolving Bridging Mentions

... expansions from a distributional thesaurus (DT), automatically mined IS-A relation- ships and shallow syntactical clues into the Berkeley system (Durrett and Klein, 2013), we are able to increase its F1 ... See full document

8

On the difficulty of a distributional semantics of spoken language

On the difficulty of a distributional semantics of spoken language

... utterances from the validation data, and (b) among images corresponding to each utterance in ...obtained from the final fully connected layer of VGG-16 (Simonyan and Zisserman, 2014) pre-trained on Imagenet ... See full document

7

Exploitation of Co reference in Distributional Semantics

Exploitation of Co reference in Distributional Semantics

... of distributional semantics is to model the similarity of the meaning of words via the words they occur ...the distributional hypothesis implying that similar words have similar ...meaning ... See full document

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