Dual Density Operators and Natural Language Meaning
Density operators allow for representing ambiguity about a vector representation, both in quantum theory and in distributional natural language meaning. Formally equivalently, they allow for discarding part of the description of a composite system, where we consider the discarded part to be the co...
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2016-08-01
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Series: | Electronic Proceedings in Theoretical Computer Science |
Online Access: | http://arxiv.org/pdf/1608.01401v1 |
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doaj-6fa74420221440349a6bdafd085d45882020-11-24T22:46:03ZengOpen Publishing AssociationElectronic Proceedings in Theoretical Computer Science2075-21802016-08-01221Proc. SLPCS 201611010.4204/EPTCS.221.1:6aDual Density Operators and Natural Language MeaningDaniela Ashoush0Bob Coecke1 Univesity of Oxford Univesity of Oxford Density operators allow for representing ambiguity about a vector representation, both in quantum theory and in distributional natural language meaning. Formally equivalently, they allow for discarding part of the description of a composite system, where we consider the discarded part to be the context. We introduce dual density operators, which allow for two independent notions of context. We demonstrate the use of dual density operators within a grammatical-compositional distributional framework for natural language meaning. We show that dual density operators can be used to simultaneously represent: (i) ambiguity about word meanings (e.g. queen as a person vs. queen as a band), and (ii) lexical entailment (e.g. tiger -> mammal). We provide a proof-of-concept example.http://arxiv.org/pdf/1608.01401v1 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Daniela Ashoush Bob Coecke |
spellingShingle |
Daniela Ashoush Bob Coecke Dual Density Operators and Natural Language Meaning Electronic Proceedings in Theoretical Computer Science |
author_facet |
Daniela Ashoush Bob Coecke |
author_sort |
Daniela Ashoush |
title |
Dual Density Operators and Natural Language Meaning |
title_short |
Dual Density Operators and Natural Language Meaning |
title_full |
Dual Density Operators and Natural Language Meaning |
title_fullStr |
Dual Density Operators and Natural Language Meaning |
title_full_unstemmed |
Dual Density Operators and Natural Language Meaning |
title_sort |
dual density operators and natural language meaning |
publisher |
Open Publishing Association |
series |
Electronic Proceedings in Theoretical Computer Science |
issn |
2075-2180 |
publishDate |
2016-08-01 |
description |
Density operators allow for representing ambiguity about a vector representation, both in quantum theory and in distributional natural language meaning. Formally equivalently, they allow for discarding part of the description of a composite system, where we consider the discarded part to be the context. We introduce dual density operators, which allow for two independent notions of context. We demonstrate the use of dual density operators within a grammatical-compositional distributional framework for natural language meaning. We show that dual density operators can be used to simultaneously represent: (i) ambiguity about word meanings (e.g. queen as a person vs. queen as a band), and (ii) lexical entailment (e.g. tiger -> mammal). We provide a proof-of-concept example. |
url |
http://arxiv.org/pdf/1608.01401v1 |
work_keys_str_mv |
AT danielaashoush dualdensityoperatorsandnaturallanguagemeaning AT bobcoecke dualdensityoperatorsandnaturallanguagemeaning |
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1725686441333227520 |