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21
A Multilingual Dataset for Named Entity Recognition, Entity Linking and Stance Detection in Historical Newspapers ...
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22
Impact Analysis of Document Digitization on Event Extraction ...
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23
Multilingual Dataset for Named Entity Recognition, Entity Linking and Stance Detection in Historical Newspapers ...
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24
Token-level Multilingual Epidemic Dataset for Event Extraction ...
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25
Impact Analysis of Document Digitization on Event Extraction ...
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26
Token-level Multilingual Epidemic Dataset for Event Extraction ...
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27
Multilingual Epidemic Event Extraction ...
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 ...
Keyword: Epidemiological surveillance, Multilingualism, Semi-supervised learning
URL: https://dx.doi.org/10.5281/zenodo.5779965
https://zenodo.org/record/5779965
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28
A Multilingual Dataset for Named Entity Recognition, Entity Linking and Stance Detection in Historical Newspapers ...
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29
Étude comparative de méthodes de classification multilingue appliquées à l'épidémiologie ...
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30
Multilingual Epidemiological Text Classification: A Comparative Study ...
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31
Multilingual Epidemiological Text Classification: A Comparative Study ...
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32
Multilingual Epidemiological Text Classification: A Comparative Study
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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33
Entity Linking for Historical Documents: Challenges and Solutions
In: 22nd International Conference on Asia-Pacific Digital Libraries, ICADL 2020 ; https://hal.archives-ouvertes.fr/hal-03034492 ; 22nd International Conference on Asia-Pacific Digital Libraries, ICADL 2020, 12504, Springer, pp.215-231, 2020, Lecture Notes in Computer Science, 978-3-030-64452-9. ⟨10.1007/978-3-030-64452-9_19⟩ (2020)
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34
Robust Named Entity Recognition and Linking on Historical Multilingual Documents
In: Conference and Labs of the Evaluation Forum (CLEF 2020) ; https://hal.archives-ouvertes.fr/hal-03026969 ; Conference and Labs of the Evaluation Forum (CLEF 2020), Sep 2020, Thessaloniki, Greece. pp.1-17, ⟨10.5281/zenodo.4068074⟩ ; http://ceur-ws.org/Vol-2696/paper_171.pdf (2020)
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35
Multilingual Epidemiological Text Classification: A Comparative Study ...
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36
Multilingual Epidemiological Text Classification: A Comparative Study ...
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37
Impact Analysis of Document Digitization on Event Extraction ...
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38
Impact Analysis of Document Digitization on Event Extraction ...
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39
Robust Named Entity Recognition and Linking on Historical Multilingual Documents ...
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40
Robust Named Entity Recognition and Linking on Historical Multilingual Documents ...
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