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Testing the Distributioanl Hypothesis: The influence of Context on Judgements of Semantic Similarity

eScholarship (California Digital Library)Published 1 January 2001Open access
Scott A. McDonald, Michael Ramscar
Citations69
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TL;DR

The general principle under exploration the Distributional Hypothesis, which combines the convergence of these recent studies into a cognitive role for distributional information in explaining language ability, is called.

Abstract

Distributional information has recently been implicatedas playing an important role in several aspects of language ability.Learning the meaning of a word is thought to be dependent, at least in part, on exposure to the word in its linguistic contexts of use.In two experiments, we manipulated subjects' contextual experience with marginally familiar and nonce words.Results showed that similarity judgements involving these words were affected by the distributional properties of the contexts i n which they were read.The accrual of contextual experience was simulated in a semantic space model, by successively adding larger amounts of experience in the form of item-in-context exemplars sampled from the British National Corpus.The experiments and the simulation provide support for the role of distributional information in developing representations of word meaning.

Keywords

Computer ScienceSocial Sciences