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1
Semantic Representations for NLP Using VerbNet and the Generative Lexicon
In: Front Artif Intell (2022)
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine. ...
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : Apollo - University of Cambridge Repository, 2021
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine. ...
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : Apollo - University of Cambridge Repository, 2021
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine ...
Abstract: Abstract: Background: Recent advances in representation learning have enabled large strides in natural language understanding; However, verbal reasoning remains a challenge for state-of-the-art systems. External sources of structured, expert-curated verb-related knowledge have been shown to boost model performance in different Natural Language Processing (NLP) tasks where accurate handling of verb meaning and behaviour is critical. The costliness and time required for manual lexicon construction has been a major obstacle to porting the benefits of such resources to NLP in specialised domains, such as biomedicine. To address this issue, we combine a neural classification method with expert annotation to create BioVerbNet. This new resource comprises 693 verbs assigned to 22 top-level and 117 fine-grained semantic-syntactic verb classes. We make this resource available complete with semantic roles and VerbNet-style syntactic frames. Results: We demonstrate the utility of the new resource in boosting model ...
Keyword: Database; Text classification; Verb lexicon; VerbNet
URL: https://www.repository.cam.ac.uk/handle/1810/325630
https://dx.doi.org/10.17863/cam.73087
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine.
In: nlmid: 101531992 ; essn: 2041-1480 (2021)
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6
BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine.
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : Springer Science and Business Media LLC, 2021. : J Biomed Semantics, 2021
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7
BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : BioMed Central, 2021. : Journal of Biomedical Semantics, 2021
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8
Introduction
In: LLC. - Oxford : Oxford Univ. Press 28 (2013) 4, 491
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9
Visual workflow interfaces for editorial processes
In: LLC. - Oxford : Oxford Univ. Press 28 (2013) 4, 615
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10
Reading Machines. Toward an Algorithmic Criticism. Stephen Ramsay.
In: LLC. - Oxford : Oxford Univ. Press 28 (2013) 3, 480
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11
A Web of Words: Forging Writer-Researcher Alliances in the Canadian Writing Research Collaboratory
In: Canada and Beyond: A Journal of Canadian Literary and Cultural Studies; Vol. 3 (2013) ; 2254-1179 (2013)
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12
Can an observational method of assessing hand preference be used to predict language lateralisation?
In: Laterality. - Abingdon : Routledge, Taylor & Francis Group 16 (2011) 6, 707-721
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13
Inferences and american journalism: a matter of interfaces
Brown, Susan Catherine. - : Pontifícia Universidade Católica do Rio Grande do Sul, 2010. : Porto Alegre, 2010
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14
Polysemy in the mental lexicon
In: Colorado research in linguistics. - Boulder, Colo. : Dep. 21 (2008), 12 S.
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15
Immigration and Intergenerational Mobility in Metropolitan Los Angeles (IIMMLA), 2004 ... : Version 1 ...
Rumbaut, Rubén G.; Bean, Frank D.; Chávez, Leo R.. - : ICPSR - Interuniversity Consortium for Political and Social Research, 2008
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16
Immigration and Intergenerational Mobility in Metropolitan Los Angeles (IIMMLA), 2004 ... : Archival Version ...
Rumbaut, Rubén G.; Bean, Frank D.; Chávez, Leo R.. - : ICPSR - Interuniversity Consortium for Political and Social Research, 2008
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17
Polysemy in the Mental Lexicon ...
Brown, Susan Windisch. - : Department of Linguistics, University of Colorado Boulder, 2008
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18
Age-related Differences in Upper Limb Proprioceptive Acuity
In: Perceptual & motor skills. - Thousand Oaks, CA : SAGE Publications 104 (2007) 3, 1297
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19
Using hand performance measures to predict handedness
In: Laterality. - Abingdon : Routledge, Taylor & Francis Group 11 (2006) 1, 1-14
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20
Preference and performance measures of handedness
In: Brain and cognition. - San Diego, Calif. [u.a.] : Elsevier Science 55 (2004) 2, 283-285
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