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The presented RE approach is well suited to detect relations expressed as predicate – argument structures while the detection of relations expressed within nominalizations and syntactically more complex relational expressions remains a challenge.
Its subsections introduce the topic of biomedical text mining, disuss at length the implications of the work reported here for the design of biomedical text mining systems, and review prior work on the related areas of biomedical predicate argument structures and semantics, as well as the prevalence of nominalization in boimedical texts.
To create additional features from predicate argument relations, consider another PropBank-style predicate– argument relation type, cause.
Predicate argument information could be useful, but only if we combine the information from two predicate– argument relations, the relation between 'resolve' and 'the patient's pain' and the relation between 'resolve' and 'NTG'NTG
Deep parsers can compute theory-specific syntactic/semantic structures, and predicate argument structures (PAS) that are often used in parser evaluation and applications.
In total, four representations are used: grammatical relation (GR; Briscoe et al., 2006), Stanford typed dependency (SD; de Marneffe et al., 2006), Minipar's own representation (Lin, 1998) and ENJU's predicate-argument structure (PAS), where a dependency triple (i.e. GR, SD and Minipar) consists of head, dependent and relation, and a PAS triple contains predicate, argument and relation.
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Table 3 Propositional inputs for models 1 and 2 Predicate Arguments Proposition name Intended meaning Parenting: 1.
Within each schema, permitted semantic predications are restricted to a limited number of subject_predicate_object patterns, with semantic types serving as predicate arguments.
For example, predicate ' migrate', argument ' cells' and relation ' verb_ arg1' form a PASs.
Cox predicates his argument - as did Peacock - on an assumption of perfect electronic delivery mechanisms.
Predicate-argument structures are used along with other linguistic features with a maximum entropy classifier.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com