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Automated construction of a French Entity Linking dataset to geolocate social network posts in the context of natural disasters
In: ISCRAM ; https://hal.archives-ouvertes.fr/hal-03631387 ; ISCRAM, May 2022, Tarbes, France (2022)
Abstract: International audience ; During natural disasters, automatic information extraction from Twitter posts is a valuable way to get a better overview of the field situation. This information has to be geolocated to support effective actions, but for the vast majority of tweets, spatial information has to be extracted from texts content. Despite the remarkable advances of the Natural Language Processing field, this task is still challenging for current state-of-the-art models because they are not necessarily trained on Twitter data and because high quality annotated data are still lacking for low resources languages. This research in progress address this gap describing an analytic pipeline able to automatically extract geolocatable entities from texts and to annotate them by aligning them with the entities present in Wikipedia/Wikidata resources. We present a new dataset for Entity Linking on French texts as preliminary results, and discuss research perspectives for enhancements over current state-of-the-art modeling for this task.
Keyword: [INFO]Computer Science [cs]; Automated geotagging; Crisis Management; French Entity Linking; Natural Disaster; Twitter; Wikipedia
URL: https://hal.archives-ouvertes.fr/hal-03631387
https://hal.archives-ouvertes.fr/hal-03631387/document
https://hal.archives-ouvertes.fr/hal-03631387/file/ISCRAM_2022%20%281%29.pdf
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2
Qui parle du climat en France ? Ce que nous apprennent les réseaux sociaux
In: ISSN: 2431-2134 ; The Conversation ; https://halshs.archives-ouvertes.fr/halshs-03629060 ; The Conversation, The Conversation France, 2022 ; https://theconversation.com/fr (2022)
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3
Le Post-it, le président, les mèmes et nous
In: ISSN: 2431-2134 ; The Conversation ; https://halshs.archives-ouvertes.fr/halshs-03563945 ; The Conversation, The Conversation France, 2022 (2022)
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« “Twitta” “Intellectuelle” “Influenceuse” ? Être enseignante-chercheuse sur twitter »
In: ISSN: 1763-0061 ; EISSN: 1963-1812 ; Tracés : Revue de Sciences Humaines ; https://hal.archives-ouvertes.fr/hal-03592945 ; Tracés : Revue de Sciences Humaines, ENS Éditions, A paraître (2022)
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5
Renouvellement paradigmatique dans l’analyse des discours numériques : le cas de la communication politique sur les RSN
In: ISSN: 2116-1747 ; Etudes de stylistique anglaise ; https://hal-amu.archives-ouvertes.fr/hal-03584927 ; Etudes de stylistique anglaise, Société de stylistique anglaise, Lyon, 2022, Renaissance(s)/Rebirth(s), ⟨10.4000/esa.4816⟩ ; https://journals.openedition.org/esa/4816 (2022)
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6
The Twitter user dataset for discriminating between Bosnian, Croatian, Montenegrin and Serbian Twitter-HBS 1.0
Ljubešić, Nikola; Rupnik, Peter. - : Jožef Stefan Institute, 2022
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A Multilingual Dataset of COVID-19 Vaccination Attitudes on Twitter ...
Ninghan; Xihui; Zhiqiang. - : Zenodo, 2022
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A Multilingual Dataset of COVID-19 Vaccination Attitudes on Twitter ...
Ninghan; Xihui; Zhiqiang. - : Zenodo, 2022
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9
German Climate Change Tweet Corpus (GerCCT) ...
Schaefer, Robin; Stede, Manfred. - : Zenodo, 2022
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10
German Climate Change Tweet Corpus (GerCCT) ...
Schaefer, Robin; Stede, Manfred. - : Zenodo, 2022
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11
Fronts & Friends: An Investigation into Two Twitter Networks Linked to Russian Actors ...
DiResta, Renée; Grossman, Shelby. - : Stanford Digital Repository, 2022
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12
MULDASA: Multifactor Lexical Sentiment Analysis of Social-Media Content in Nonstandard Arabic Social Media
In: Applied Sciences; Volume 12; Issue 8; Pages: 3806 (2022)
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13
Transformer-Based Abstractive Summarization for Reddit and Twitter: Single Posts vs. Comment Pools in Three Languages
In: Future Internet; Volume 14; Issue 3; Pages: 69 (2022)
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14
Study of the Yahoo-Yahoo Hash-Tag Tweets Using Sentiment Analysis and Opinion Mining Algorithms
In: Information; Volume 13; Issue 3; Pages: 152 (2022)
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Overview of GermEval Task 2, 2019 shared task on the identification of offensive language
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Le Post-it, le président, les mèmes et nous
In: ISSN: 2431-2134 ; The Conversation ; https://halshs.archives-ouvertes.fr/halshs-03563945 ; The Conversation, The Conversation France, 2022 (2022)
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17
Spanish Tipsters and the Millennial and Centennial Generations in the Scenario of a Pandemic
In: Media and Communication ; 10 ; 1 ; 286-296 ; New Narratives for New Consumers: Influencers and the Millennial and Centennial Generations (2022)
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18
Using Campaign Communications to Analyze Civility in Ranked Choice Voting Elections
In: Politics and Governance ; 9 ; 2 ; 280-292 ; The Politics, Promise and Peril of Ranked Choice Voting (2022)
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19
Gegen die Öffentlichkeit: Alternative Nachrichtenmedien im deutschsprachigen Raum
Schwaiger, Lisa. - : transcript Verlag, 2022. : DEU, 2022. : Bielefeld, 2022
In: 46 ; Digitale Gesellschaft ; 327 (2022)
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20
Dependency Syntax in the Automatic Detection of Irony and Stance ; Sintaxis de dependencias en la detección automática de ironía y posicionamiento
Cignarella, Alessandra Teresa. - : Sociedad Española para el Procesamiento del Lenguaje Natural, 2022
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