Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288101428> ?p ?o ?g. }
Showing items 1 to 57 of
57
with 100 items per page.
- W4288101428 abstract "Understanding the vulnerability of linguistic features extracted from noisy text is important for both developing better health text classification models and for interpreting vulnerabilities of natural language models. In this paper, we investigate how generic language characteristics, such as syntax or the lexicon, are impacted by artificial text alterations. The vulnerability of features is analysed from two perspectives: (1) the level of feature value change, and (2) the level of change of feature predictive power as a result of text modifications. We show that lexical features are more sensitive to text modifications than syntactic ones. However, we also demonstrate that these smaller changes of syntactic features have a stronger influence on classification performance downstream, compared to the impact of changes to lexical features. Results are validated across three datasets representing different text-classification tasks, with different levels of lexical and syntactic complexity of both conversational and written language." @default.
- W4288101428 created "2022-07-28" @default.
- W4288101428 creator A5010008842 @default.
- W4288101428 creator A5019277108 @default.
- W4288101428 creator A5050825493 @default.
- W4288101428 creator A5056256317 @default.
- W4288101428 date "2019-09-30" @default.
- W4288101428 modified "2023-09-26" @default.
- W4288101428 title "Lexical Features Are More Vulnerable, Syntactic Features Have More Predictive Power" @default.
- W4288101428 doi "https://doi.org/10.48550/arxiv.1910.00065" @default.
- W4288101428 hasPublicationYear "2019" @default.
- W4288101428 type Work @default.
- W4288101428 citedByCount "0" @default.
- W4288101428 crossrefType "posted-content" @default.
- W4288101428 hasAuthorship W4288101428A5010008842 @default.
- W4288101428 hasAuthorship W4288101428A5019277108 @default.
- W4288101428 hasAuthorship W4288101428A5050825493 @default.
- W4288101428 hasAuthorship W4288101428A5056256317 @default.
- W4288101428 hasBestOaLocation W42881014281 @default.
- W4288101428 hasConcept C111472728 @default.
- W4288101428 hasConcept C138885662 @default.
- W4288101428 hasConcept C154945302 @default.
- W4288101428 hasConcept C186644900 @default.
- W4288101428 hasConcept C204321447 @default.
- W4288101428 hasConcept C2776401178 @default.
- W4288101428 hasConcept C2778121359 @default.
- W4288101428 hasConcept C2778136018 @default.
- W4288101428 hasConcept C41008148 @default.
- W4288101428 hasConcept C41895202 @default.
- W4288101428 hasConcept C60048249 @default.
- W4288101428 hasConceptScore W4288101428C111472728 @default.
- W4288101428 hasConceptScore W4288101428C138885662 @default.
- W4288101428 hasConceptScore W4288101428C154945302 @default.
- W4288101428 hasConceptScore W4288101428C186644900 @default.
- W4288101428 hasConceptScore W4288101428C204321447 @default.
- W4288101428 hasConceptScore W4288101428C2776401178 @default.
- W4288101428 hasConceptScore W4288101428C2778121359 @default.
- W4288101428 hasConceptScore W4288101428C2778136018 @default.
- W4288101428 hasConceptScore W4288101428C41008148 @default.
- W4288101428 hasConceptScore W4288101428C41895202 @default.
- W4288101428 hasConceptScore W4288101428C60048249 @default.
- W4288101428 hasLocation W42881014281 @default.
- W4288101428 hasOpenAccess W4288101428 @default.
- W4288101428 hasPrimaryLocation W42881014281 @default.
- W4288101428 hasRelatedWork W1488159990 @default.
- W4288101428 hasRelatedWork W1493753405 @default.
- W4288101428 hasRelatedWork W1529136209 @default.
- W4288101428 hasRelatedWork W1981181203 @default.
- W4288101428 hasRelatedWork W2090674056 @default.
- W4288101428 hasRelatedWork W2130575083 @default.
- W4288101428 hasRelatedWork W2146145883 @default.
- W4288101428 hasRelatedWork W2977466972 @default.
- W4288101428 hasRelatedWork W2985840584 @default.
- W4288101428 hasRelatedWork W770098 @default.
- W4288101428 isParatext "false" @default.
- W4288101428 isRetracted "false" @default.
- W4288101428 workType "article" @default.