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“Language thinking” from the perspective of systemic linguistics
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In: Russian Journal of Linguistics, Vol 26, Iss 1, Pp 224-244 (2022) (2022)
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Multi-word units (and tokenization more generally): a multi-dimensional and largely information-theoretic approach
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In: Lexis: Journal in English Lexicology, Vol 19 (2022) (2022)
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Abstract:
It has been argued that most of corpus linguistics involves one of four fundamental methods: frequency lists, dispersion, collocation, and concordancing. All these presuppose (if only implicitly) the definition of a unit: the element whose frequency in a corpus, in corpus parts, or around a search word are counted (or quantified in other ways). Usually and with most corpus-processing tools, a unit is an orthographic word. However, it is obvious that this is a simplifying assumption borne out of convenience: clearly, it seems more intuitive to consider because of or in spite of as one unit each rather than two or three. Some work in computational linguistics has developed multi-word unit (MWU) identification algorithms, which typically involve co-occurrence token frequencies and association measures (AMs), but these have not become widespread in corpus-linguistic practice despite the fact that recognizing MWUs like the above will have a profound impact on just about all corpus statistics that involve (simplistic notions of) words/units. In this programmatic proof-of-concept paper, I introduce and exemplify an algorithm to identify MWUs that goes beyond frequency and bidirectional association by also involving several well-known but underutilized dimensions of corpus-linguistic information: frequency: how often does a potential unit (like in_spite_of) occur?; dispersion: how widespread is the use of a potential unit?; association: how strongly attracted are the parts of a potential unit?; entropy: how variable is each slot in a potential unit? The proposed algorithm can use all these dimensions and weight them differently. I will (i) present the algorithm in detail, (ii) exemplify its application to the Brown corpus, (iii) discuss its results on the basis of several kinds of MWUs it returns, and (iv) discuss next analytical steps.
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Keyword:
association; corpus linguistics; dispersion; frequency; Lexicography; multi-word units; n-grams; P327-327.5
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URL: https://doaj.org/article/a4ad39e66ddd472b9538708836e706f1
https://doi.org/10.4000/lexis.6231
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| 4 |
Les apports récents et à venir du numérique pour la recherche en domaine occitan
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In: ISSN: 0890-3352 ; TENSO: Bulletin of the Société Guilhem IX ; https://hal.archives-ouvertes.fr/hal-03137940 ; TENSO: Bulletin of the Société Guilhem IX, Wendy Pfeffer, 2021, 36, pp.171-176 (2021)
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| 5 |
An Approach Utilizing Linguistic Features for Fake News Detection
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In: IFIP Advances in Information and Communication Technology ; 17th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI) ; https://hal.inria.fr/hal-03287679 ; 17th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI), Jun 2021, Hersonissos, Crete, Greece. pp.646-658, ⟨10.1007/978-3-030-79150-6_51⟩ (2021)
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| 6 |
Social Representations of e-Mental Health Among the Actors of the Health Care System: Free-Association Study
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In: ISSN: 2368-7959 ; JMIR Mental Health ; https://hal.archives-ouvertes.fr/hal-03240149 ; JMIR Mental Health, JMIR Publications, 2021, 8 (5), pp.e25708. ⟨10.2196/25708⟩ ; https://mental.jmir.org/2021/5/e25708/ (2021)
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| 7 |
Mais et associés
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In: ISSN: 0756-7138 ; EISSN: 2804-7397 ; Lexique ; https://hal.archives-ouvertes.fr/hal-03538841 ; Lexique, UMR 8163 « Savoirs, Textes, Langage » Université de Lille, 2021, pp.211-228 (2021)
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| 8 |
TEACHING ENGLISH AS A SECOND LANGUAGE THROUGH VOCABULARY METHODS AND ACTIVITIES ...
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| 9 |
Discursive construction of neighborhood across Brooklyn: A corpus ethnographic approach ...
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| 11 |
SDGs in action - Sichtweisen von Generationen / SDGs in action - a generations' view ...
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| 12 |
SDGs in action - Sichtweisen von Generationen / SDGs in action - a generations' view ...
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| 13 |
Glottolog 4.4 Resources for Interlingua (International Auxiliary Language Association)
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: Max Planck Institute for Evolutionary Anthropology, 2021
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| 14 |
Norming studies of European Portuguese words: A literature review ; Estudos normativos de características lexicossemânticas e afetivas para palavras do Português Europeu: Uma revisão da literatura
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| 15 |
The relationship between implicit associations and the social priming of speech ...
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| 16 |
Mapping Directional Mid-Air Unistroke Gestures to Interaction Commands: A User Elicitation and Evaluation Study
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In: Symmetry ; Volume 13 ; Issue 10 (2021)
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| 17 |
Exploring Neural Signal Complexity as a Potential Link between Creative Thinking, Intelligence, and Cognitive Control
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In: Journal of Intelligence; Volume 9; Issue 4; Pages: 59 (2021)
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| 18 |
Linguo cognitive interpretation of business tourism terms in Uzbek and English ...
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| 19 |
Linguo cognitive interpretation of business tourism terms in Uzbek and English ...
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| 20 |
Bridging the Gap Between Ontology and Lexicon via Class-Specific Association Rules Mined from a Loosely-Parallel Text-Data Corpus ...
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