Adjectives and their negation in Distributional Semantics
There Is No Logical Negation Here, But There Are Alternatives: Modeling Conversational Negation with Distributional Semantics
... Conversational negation acts like a graded similarity function, of the sort that distributional semantics might be good at ...conversational negation, proposing distributional ...
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Towards logical negation for compositional distributional semantics
... 2 Background 2.1 Categorical compositional approaches to meaning The categorical compositional model of meaning uses the framework of category the- ory to set up a mapping between the grammar of a language and the ...
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From Visual Attributes to Adjectives through Decompositional Distributional Semantics
... We extended zero-shot image labeling beyond ob- jects, showing that it is possible to tag images with attribute-denoting adjectives that were not seen dur- ing training. For some attributes, performance was ...
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Expanding a dictionary of marker words for uncertainty and negation using distributional semantics
... how negation and uncer- tainty are ...tional semantics to extract possible marker words from a large unannotated corpus and, more specif- ically, attempting to obtain improved ...
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Distributional Semantics in Technicolor
... 15 The hybrid model that performs best in the color tasks is ESP-Doc. This model can only detect a relation between an ad- jective and a noun if they directly co-occur in the label of at least one image (a “document” in ...
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“Not not bad” is not “bad”: A distributional account of negation
... in distributional models, and the integration of distributional el- ements in logical ...in distributional semantics, and discuss the issues relating to providing a linguistically sensible no- ...
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Sentential Representations in Distributional Semantics
... formal semantics. In this model, nouns are represented as vectors, adjectives are matrices that modify the meaning of a noun by trans- forming its vector to another ...
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Distributional semantics for ontology verification
... Another simple variation of the framework pre- sented here consists in setting Ψ Γ to be all con- sequences of Γ of the form e 1 6= e 2 , i.e. the fact that that e 1 and e 2 are not the same individ- ual according to Γ. ...
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Combined Distributional and Logical Semantics
... However, distributional semantics has largely de- veloped in isolation from the formal semantics liter- ...Whilst distributional semantics has been ef- fective in modelling the meanings ...
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Distributional Semantic Models of Attribute Meaning in Adjectives and Nouns
... criticize distributional models as being mostly tailored to one particular ...the Distributional Memory which has to be regarded as the most general distributional model currently ...in ...
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Exploitation of Co reference in Distributional Semantics
... of distributional models on a wide range of analogy tasks and on certain test sets of similarity ...general, adjectives and verbs the findings indicate that OCE may have a potential to improve the learning ...
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Algebraic Approaches to Compositional Distributional Semantics
... ( ˆ w i ) r ( ˆ w j ) s f rst where we have m 2 statistical units to learn n 2 parameters relating to the tth component of the vector space. Since these parameters are independent for each value of t, each set of n 2 ...
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Multimodal Distributional Semantics
... to distributional semantics that we named Multimodal Distributional ...multimodal distributional semantic model integrates a traditional text-based rep- resentation of meaning with information ...
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Distributional Semantics in Use
... Standardly, distributional models are con- structed from large amounts of data in batch mode by aggregating information into a vector that syn- thesises the general distributional meaning of an ...recent ...
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Negation, 'presupposition' and the semantics/pragmatics distinction
... the semantics of natural language ...a negation operator that cancels presuppositions, as in the examples ( )–( ...of negation, quite the ...
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Typology of Adjectives Benchmark for Compositional Distributional Models
... We tested an array of compositional distributional models on this typological similarity dataset. On the one hand, the evaluation confirmed that CDSMs capture language- independent semantics. Indeed, ...
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Towards a semantics for distributional representations
... a semantics for distributional representations, namely that each point in vector space stands for a set of mental ...joint semantics of distributional and logical rep- resentations by linking ...
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Entity linking with distributional semantics
... Abstract. Entity Linking (EL) consists in linking name mentions in a given text with their referring entities in external knowledge bases such as DBpedia/Wikipedia. In this paper, we propose an EL approach whose main ...
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Modelling the Semantics of Adjectives in the Ontology Lexicon Interface
... • ‘inlaid’ is the Agentive role of the lexical item, denoting the factors that have been involved in the generation of the objects, such as creator, artifact, natural kind, and causal chain • ‘magnifying’ describes the ...
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Acquisition of Semantic Classes for Adjectives from Distributional Evidence
... binary adjectives, on the one hand, and basic from event and from object adjectives, on the other), we checked the distribu- tions of their values in the tuning ...
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