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Assessing the impact of OCR noise on multilingual event detection over digitised documents
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In: ISSN: 1432-5012 ; EISSN: 1432-1300 ; International Journal on Digital Libraries ; https://hal.archives-ouvertes.fr/hal-03635985 ; International Journal on Digital Libraries, Springer Verlag, 2022, ⟨10.1007/s00799-022-00325-2⟩ (2022)
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Assessing the Impact of OCR Noise on Multilingual Event Detection over Digitised Documents ...
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Assessing the Impact of OCR Noise on Multilingual Event Detection over Digitised Documents ...
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L3i_LBPAM at the FinSim-2 task: Learning Financial Semantic Similarities with Siamese Transformers
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In: WWW '21: Companion Proceedings of the Web Conference 2021 ; WWW '21: The Web Conference 2021 ; https://hal.sorbonne-universite.fr/hal-03256324 ; WWW '21: The Web Conference 2021, Apr 2021, Ljubljana (virtual), Slovenia. pp.302-306, ⟨10.1145/3442442.3451384⟩ (2021)
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Multilingual Epidemic Event Extraction
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In: Towards Open and Trustworthy Digital Societies. 23rd International Conference on Asia-Pacific Digital Libraries, ICADL 2021, Virtual Event, December 1–3, 2021, Proceedings ; https://hal.archives-ouvertes.fr/hal-03480551 ; Hao-Ren Ke; Chei Sian Lee; Kazunari Sugiyama. Towards Open and Trustworthy Digital Societies. 23rd International Conference on Asia-Pacific Digital Libraries, ICADL 2021, Virtual Event, December 1–3, 2021, Proceedings, 13133, Springer, pp.139-156, 2021, Lecture Notes in Computer Science, 978-3-030-91668-8. ⟨10.1007/978-3-030-91669-5_12⟩ (2021)
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Étude comparative de méthodes de classification multilingue appliquées à l'épidémiologie
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In: COnférence en Recherche d'Informations et Applications - CORIA 2021, French Information Retrieval Conference ; https://hal.archives-ouvertes.fr/hal-03320343 ; COnférence en Recherche d'Informations et Applications - CORIA 2021, French Information Retrieval Conference, Apr 2021, Grenoble (virtuel), France (2021)
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Étude comparative de méthodes de classification multilingue appliquées à l'épidémiologie ...
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Impact Analysis of Document Digitization on Event Extraction ...
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Token-level Multilingual Epidemic Dataset for Event Extraction ...
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Impact Analysis of Document Digitization on Event Extraction ...
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Token-level Multilingual Epidemic Dataset for Event Extraction ...
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Multilingual Epidemic Event Extraction ...
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Abstract:
In this paper, we focus on epidemic event extraction in multilingual and low-resource settings. The task of extracting epidemic events is defined as the detection of disease names and locations in a document. We experiment with a multilingual dataset comprising news articles from the medical domain with diverse morphological structures (Chinese, English, French, Greek, Polish, and Russian). We investigate various Transformer-based models, also adopting a two-stage strategy, first finding the documents that contain events and then performing event extraction. Our results show that error propagation to the downstream task was higher than expected. We also perform an in-depth analysis of the results, concluding that different entity characteristics can influence the performance. Moreover, we perform several preliminary experiments for the low-resourced languages present in the dataset using the mean teacher semi-supervised technique. Our findings show the potential of pre-trained language models benefiting from ...
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Keyword:
Epidemiological surveillance, Multilingualism, Semi-supervised learning
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URL: https://dx.doi.org/10.5281/zenodo.5779965
https://zenodo.org/record/5779965
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Étude comparative de méthodes de classification multilingue appliquées à l'épidémiologie ...
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A Dataset for Multi-lingual Epidemiological Event Extraction
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In: Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020) ; https://hal.archives-ouvertes.fr/hal-02732848 ; Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020), May 2020, Marseille, France. pp.4139-4144 (2020)
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Impact Analysis of Document Digitization on Event Extraction
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In: CEUR Workshop Proceedings ; 4th Workshop on Natural Language for Artificial Intelligence (NL4AI 2020) co-located with the 19th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2020) ; https://hal.archives-ouvertes.fr/hal-03026148 ; 4th Workshop on Natural Language for Artificial Intelligence (NL4AI 2020) co-located with the 19th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2020), Nov 2020, Virtual, Italy. pp.17-28 ; http://sag.art.uniroma2.it/NL4AI/ (2020)
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| 17 |
Multilingual Epidemiological Text Classification: A Comparative Study
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In: Proceedings of the 28th International Conference on Computational Linguistics ; COLING, International Conference on Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-03089807 ; COLING, International Conference on Computational Linguistics, Dec 2020, Barcelone, Spain. pp.6172-6183, ⟨10.18653/v1/2020.coling-main.543⟩ (2020)
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Multilingual Epidemiological Text Classification: A Comparative Study ...
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Multilingual Epidemiological Text Classification: A Comparative Study ...
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| 20 |
Impact Analysis of Document Digitization on Event Extraction ...
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