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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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Dual mechanisms of cognitive control in bilinguals and monolinguals: A replication ...
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Adaptation changes in the system of financial and economic security of Ukrainian business in a pandemic condition ...
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Adaptation changes in the system of financial and economic security of Ukrainian business in a pandemic condition ...
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Exploring the Effects of Linguistic Elements of Social Media Corporate Apologies on Consumer Responses
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In: Association of Marketing Theory and Practice Proceedings 2022 (2022)
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The Role of Media and Communication in Reducing Uncertainty During the Syria War
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In: Media and Communication ; 9 ; 4 ; 297-308 ; Ten Years after the Arab Uprisings: Beyond Media and Liberation (2022)
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Semiótica de la actualidad y semióticas actuales ; Semiotic of current affairs and current semiotics
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Hashtags in the Spanish institutional discourse about Covid-19 on Twitter ; Los «hashtags» en el discurso institucional español sobre la Covid-19 en Twitter
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In: Journal of Linguistic Research; Vol. 24 (2021): El discurso político en las redes sociales; 47-71 ; Revista de Investigación Lingüística; Vol. 24 (2021): El discurso político en las redes sociales; 47-71 ; 1989-4554 ; 1139-1146 (2022)
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The Jordanian translator in the era of COVID-19 pandemic: Challenges and perspectives
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In: Translation and Interpreting : the International Journal of Translation and Interpreting Research, Vol 14, Iss 1, Pp 142-159 (2022) (2022)
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What Can Text Mining Tell Us About Lithium‐Ion Battery Researchers’ Habits?
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In: EISSN: 2566-6223 ; Batteries & Supercaps ; https://hal.sorbonne-universite.fr/hal-03163309 ; Batteries & Supercaps, Wiley, 2021, ⟨10.1002/batt.202000288⟩ (2021)
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Improving Learners’ Assessment and Evaluation in Crisis Management Serious Games: an Emotion-based Educational Data Mining Approach
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In: ISSN: 1875-9521 ; Entertainment Computing ; https://hal.archives-ouvertes.fr/hal-03203938 ; Entertainment Computing, Elsevier, 2021, pp.100428. ⟨10.1016/j.entcom.2021.100428⟩ (2021)
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Perception of medical education by learners and teachers during the COVID-19 pandemic: a cross-sectional survey of online teaching
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In: ISSN: 1087-2981 ; Medical Education Online ; https://hal.inrae.fr/hal-03329784 ; Medical Education Online, Co-Action Publishing, 2021, 26 (1), pp.1919042. ⟨10.1080/10872981.2021.1919042⟩ (2021)
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A Crisis of Globalization: A Review Essay
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In: The Journal of International Relations, Peace Studies, and Development (2021)
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Sylvain Bemba, journalist and writer of the dream of a liberated Africa ; Sylvain Bemba, journaliste et écrivain du rêve d'une Afrique libérée
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In: https://tel.archives-ouvertes.fr/tel-03338719 ; Linguistique. Université de Limoges, 2021. Français. ⟨NNT : 2021LIMO0042⟩ (2021)
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Refugee Mothers’ Mental Health and Social Support Needs: A Systematic Review of Interventions for Refugee Mothers ...
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Utajená kontinuita ... : Jan Mukařovský a rekonceptualizace českého divadla po roce 1989 ...
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United Nations Disaster Risk Reductions Terminology - parallel texts in English (source text) and Kono, Krio, Limba, Mende, Themne (target texts) ...
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United Nations Disaster Risk Reductions Terminology - parallel texts in English (source text) and Kono, Krio, Limba, Mende, Themne (target texts) ...
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CHINA: TRANSITION TO "ADVANCED MODERNIZATION" IN THE CONDITIONS OF DE-GLOBALIZATION ... : ҚЫТАЙ: ЖАҺАНДАНДЫРУ ЖАҒДАЙЫНДА "ОЗЫҚ МОДЕРНИЗАЦИЯҒА" КӨШУ ...
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