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Automated construction of a French Entity Linking dataset to geolocate social network posts in the context of natural disasters
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In: ISCRAM ; https://hal.archives-ouvertes.fr/hal-03631387 ; ISCRAM, May 2022, Tarbes, France (2022)
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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.
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Keyword:
[INFO]Computer Science [cs]; Automated geotagging; Crisis Management; French Entity Linking; Natural Disaster; Twitter; Wikipedia
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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 |
Documenting the gender gap in Indian Wikipedia communities: Findings from a qualitative pilot study
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In: First Monday; Volume 27, Number 3 - 7 March 2022 ; 1396-0466 (2022)
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Using Geolocated Text to Quantify Location in Real Estate Appraisal
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Creating Biographical Networks from Chinese and English Wikipedia
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In: https://halshs.archives-ouvertes.fr/halshs-03217972 ; 2021 (2021)
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Who cares about calling non-consensual sex "rape" in summaries of fictional narratives on Wikipedia? From a gender identity hypothesis to recurrent activist discursive practices
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In: Exploring Gender Identities Online ; https://hal-univ-bourgogne.archives-ouvertes.fr/hal-03293248 ; Exploring Gender Identities Online, Jul 2021, Greifswald / Constance (on line), Germany (2021)
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Tabouid: un jeu de langage et de culture générale généré à partir de Wikipédia
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In: Actes de la 28e Conférence sur le Traitement Automatique des Langues Naturelles. Volume 1 : conférence principale ; Traitement Automatique des Langues Naturelles ; https://hal.archives-ouvertes.fr/hal-03265882 ; Traitement Automatique des Langues Naturelles, 2021, Lille, France. pp.278-279 (2021)
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Alfabetizzazione digitale, scrittura enciclopedica ed educazione linguistica democratica ...
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Comparable corpora of South-Slavic Wikipedias CLASSLA-Wikipedia 1.0
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ViquiQuAD: an extractive QA dataset from Catalan Wikipedia ...
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FAIR and Open multilingual clinical trials in Wikidata and Wikipedia ...
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The Influence of Multilingualism and Mutual Intelligibility on Wikipedia Reading Behaviour: A Research Proposal ...
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WikiProject Clinical Trials for multilingual access to information ...
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FAIR and Open multilingual clinical trials in Wikidata and Wikipedia ...
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WikiProject Clinical Trials for multilingual access to information ...
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Extracting Relations from Italian Wikipedia using Self-Training ...
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