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Buzz or Change: How the Social Network Structure Conditions the Fate of Lexical Innovations on Twitter
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In: 8th Conference on CMC and Social Media Corpora for the Humanities (CMC-Corpora 2021) ; https://hal.archives-ouvertes.fr/hal-03426028 ; 8th Conference on CMC and Social Media Corpora for the Humanities (CMC-Corpora 2021), Oct 2021, Nijmegen, Radboud University, Netherlands (2021)
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Abstract:
International audience ; The diffusion process of linguistic innovations has long been a topic of interest in sociolinguistics (Weinreich et al., 1968) and many studies have highlighted the influence of social structures on change (Labov, 2001; Milroy & Milroy, 1997). The recent access to massive social network data and the advent of computational sociolinguistics (Nguyen et al., 2016) allow an approach to this phenomenon that combines a large amount of data and a fine-grained temporality. Using methods from both computational sociolinguistics and network science, we focus on the diffusion of lexical innovations and we ask what differentiates, after an expansion phase, those that stabilize within our observation period from those that are eventually abandoned. In particular, we examine the impact of the social structure of linguistic communities on these diffusion and acceptance processes. We rely on a corpus of French tweets, that spans from 2012 to 2019 and includes about 600 million tweets from more than two million users. Based on the evolution over time of the rate of use of each linguistic form, we select those that appear during the period covered by the corpus and then we distinguish the forms that stabilize from those that eventually die out. By modeling the trajectories, we then identify the three characteristic periods of the diffusion of an innovation (Fagyal et al., 2010). Finally, by establishing the network of contact between users on the basis of their followers and followees, we examine the circulation of forms between them at different periods, and identify factors that condition the stabilization or not of innovations. This poster will present the methodologies used to identify linguistic innovations and to model their trajectory. We will also present the first results on the connection between the evolution of forms and the structure of the contact network.
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Keyword:
[INFO]Computer Science [cs]; [SHS.LANGUE]Humanities and Social Sciences/Linguistics; computational sociolinguistics; language change; lexicon; Twitter
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URL: https://hal.archives-ouvertes.fr/hal-03426028
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Segmentation devices in tweets: punctuation marks, connectives, emoticons and emojis ; De la segmentation dans les tweets : signes de ponctuation, connecteurs, émoticônes et émojis
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In: ISSN: 1638-9808 ; EISSN: 1765-3126 ; Corpus ; https://hal.archives-ouvertes.fr/hal-02496765 ; Corpus, Bases, Corpus, Langage - UMR 7320, 2020, Corpus complexes. Traitements, standardisation et analyse des corpus de communication médiée par les réseaux, 20 (20) ; https://journals.openedition.org/corpus/4619 (2020)
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Variations du (ne) négatif du français dans Twitter. Que peut apporter l’étude des données massives aux questions de sociolinguistique ?
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In: CILPR 2019 - XXIXe Congrès international de linguistique et de philologie romanes ; https://hal.archives-ouvertes.fr/hal-01970511 ; CILPR 2019 - XXIXe Congrès international de linguistique et de philologie romanes, Jul 2019, Copenhague, Danemark (2019)
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Approches sociolinguistiques et computationnelles du français sur Twitter
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In: Dynamique des communautés sur Twitter en période électorale : analyse par graphes aléatoires ; https://halshs.archives-ouvertes.fr/halshs-01832686 ; Dynamique des communautés sur Twitter en période électorale : analyse par graphes aléatoires, Apr 2018, Grenoble, France (2018)
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Socioeconomic dependencies of linguistic patterns in Twitter: a multivariate analysis
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In: WWW '18 - World Wide Web Conference ; https://hal.inria.fr/hal-01674620 ; WWW '18 - World Wide Web Conference, Apr 2018, Lyon, France. pp.1125-1134, ⟨10.1145/3178876.3186011⟩ ; https://www2018.thewebconf.org/ (2018)
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Socioeconomic and network dependencies of linguistic patterns in Twitter
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In: IC2S2 2018 - 4th Annual International Conference on Computational Social Science ; https://hal.archives-ouvertes.fr/hal-01970536 ; IC2S2 2018 - 4th Annual International Conference on Computational Social Science, Jul 2018, Evanston, Illinois, United States (2018)
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Socioeconomic Dependencies of Linguistic Patterns in Twitter: A Multivariate Analysis ...
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The optional realization of the French negative particle (ne) on Twitter: Space, status and time
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In: New Ways of Analyzing Variation 46 ; https://hal.archives-ouvertes.fr/hal-01832374 ; New Ways of Analyzing Variation 46, Nov 2017, Madison, United States (2017)
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Socioeconomic and network dependencies of linguistic patterns in Twitter
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In: COMPLEX NETWORKS 2017 - 6th International Conference on Complex Networks and Their Applications ; https://hal.inria.fr/hal-01674632 ; COMPLEX NETWORKS 2017 - 6th International Conference on Complex Networks and Their Applications, Nov 2017, Lyon, France ; http://complexnetworks.org/ (2017)
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The study of optional realization of the French negative particle (ne) on Twitter: Is Sociolinguistics compatible with the Big Data?
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In: New Ways of Analyzing Variation 46 (NWAV46) ; https://hal.inria.fr/hal-01676770 ; New Ways of Analyzing Variation 46 (NWAV46), Nov 2017, Madison, United States (2017)
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Optional realisation of the French negative particle (ne) on Twitter: Can big data reveal new sociolinguistic patterns?
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In: CCS 2017 - Conference on Complex Systems ; https://hal.inria.fr/hal-01675038 ; CCS 2017 - Conference on Complex Systems , Sep 2017, Cancun, Mexico ; http://ccs17.unam.mx/ (2017)
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How social, economic and demographic forces shape linguistic variation on Twitter
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In: POPLANG 2017 - Workshop Population effects on languages: Modelling population dynamics and language transmission from the perspective of language learning, contact and change ; https://hal.inria.fr/hal-01675037 ; POPLANG 2017 - Workshop Population effects on languages: Modelling population dynamics and language transmission from the perspective of language learning, contact and change, Nov 2017, Lyon, France (2017)
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Optional realization of the French negative particule (ne) on Twitter: Can big data reveal new sociolinguistic patterns?
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In: ICLAVE 9 2017 - International Conference on Language Variation in Europe ; https://hal.inria.fr/hal-01456302 ; ICLAVE 9 2017 - International Conference on Language Variation in Europe, Jun 2017, Malaga, Spain ; http://www.iclave9.uma.site/ (2017)
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La notion de réseau social en sociolinguistique computationnelle
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In: https://halshs.archives-ouvertes.fr/halshs-01455137 ; 2016 (2016)
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Dialectal Characterization of Linguistics Variability on Twitter
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In: Data Driven Approach to Network and Language ; https://hal.archives-ouvertes.fr/hal-01410245 ; Data Driven Approach to Network and Language, May 2016, Lyon, France ; https://project.inria.fr/netspringlyon/3-workshops-on-network-sciences/workshop-on-data-driven-approach-to-networks-and-linguistic/ (2016)
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Caractérisation dialectale de variabilité linguistique sur Twitter
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In: LANGUAGE, COGNITION AND SOCIETY (AFLiCo 6) ; https://hal.inria.fr/hal-01134428 ; LANGUAGE, COGNITION AND SOCIETY (AFLiCo 6), May 2015, Grenoble, France (2015)
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Sociolinguistique et sciences cognitives: l’individu, le collectif et le réseau
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In: Journées FLORaL-PFC 2015 : la base de données Phonologie du Français Contemporain dans le champ phonologique ; https://hal.inria.fr/hal-01242405 ; Journées FLORaL-PFC 2015 : la base de données Phonologie du Français Contemporain dans le champ phonologique, Dec 2015, Paris, France (2015)
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Social, geographical and linguistic structure of the French speaking Twitter community
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In: International Conference on Network Science (NetSci2015) ; https://hal.inria.fr/hal-01136306 ; International Conference on Network Science (NetSci2015), Jun 2015, Zaragoza, Spain (2015)
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Dialectal characterization of linguistics variability on Twitter
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In: 1st International Conference on Twitter for Research ; https://hal.inria.fr/hal-01134441 ; 1st International Conference on Twitter for Research, Apr 2015, Lyon, France (2015)
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Dialectal characterization of linguistics variability on Twitter
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In: INTERNATIONAL CONFERENCE ON COMPUTATIONAL SOCIAL SCIENCE (ICCSS 2015) ; https://hal.inria.fr/hal-01134402 ; INTERNATIONAL CONFERENCE ON COMPUTATIONAL SOCIAL SCIENCE (ICCSS 2015), Jun 2015, Helsinki, Finland (2015)
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