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Semantic Representations for NLP Using VerbNet and the Generative Lexicon
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In: Front Artif Intell (2022)
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine. ...
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine. ...
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine ...
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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 ...
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Keyword:
Database; Text classification; Verb lexicon; VerbNet
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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.
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In: nlmid: 101531992 ; essn: 2041-1480 (2021)
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine.
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BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine
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A Web of Words: Forging Writer-Researcher Alliances in the Canadian Writing Research Collaboratory
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In: Canada and Beyond: A Journal of Canadian Literary and Cultural Studies; Vol. 3 (2013) ; 2254-1179 (2013)
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Immigration and Intergenerational Mobility in Metropolitan Los Angeles (IIMMLA), 2004 ... : Version 1 ...
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Immigration and Intergenerational Mobility in Metropolitan Los Angeles (IIMMLA), 2004 ... : Archival Version ...
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