Multi-label classification for biomedical literature: an overview of the BioCreative VII LitCovid Track for COVID-19 literature topic annotations

Autor: Qingyu Chen, Alexis Allot, Robert Leaman, Rezarta Islamaj, Jingcheng Du, Li Fang, Kai Wang, Shuo Xu, Yuefu Zhang, Parsa Bagherzadeh, Sabine Bergler, Aakash Bhatnagar, Nidhir Bhavsar, Yung-Chun Chang, Sheng-Jie Lin, Wentai Tang, Hongtong Zhang, Ilija Tavchioski, Senja Pollak, Shubo Tian, Jinfeng Zhang, Yulia Otmakhova, Antonio Jimeno Yepes, Hang Dong, Honghan Wu, Richard Dufour, Yanis Labrak, Niladri Chatterjee, Kushagri Tandon, Fréjus A A Laleye, Loïc Rakotoson, Emmanuele Chersoni, Jinghang Gu, Annemarie Friedrich, Subhash Chandra Pujari, Mariia Chizhikova, Naveen Sivadasan, Saipradeep VG, Zhiyong Lu

Publikováno v: Database-The journal of Biological Databases and Curation
Database-The journal of Biological Databases and Curation, 2022, 2022, ⟨10.1093/database/baac069⟩
Database (Oxford)
Chen, Q, Allot, A, Leaman, R, Islamaj, R, Du, J, Fang, L, Wang, K, Xu, S, Zhang, Y, Bagherzadeh, P, Bergler, S, Bhatnagar, A, Bhavsar, N, Chang, Y-C, Lin, S-J, Tang, W, Zhang, H, Tavchioski, I, Pollak, S, Tian, S, Zhang, J, Otmakhova, Y, Yepes, A J, Dong, H, Wu, H, Dufour, R, Labrak, Y, Chatterjee, N, Tandon, K, Laleye, F A A, Rakotoson, L, Chersoni, E, Gu, J, Friedrich, A, Pujari, S C, Chizhikova, M, Sivadasan, N, Vg, S & Lu, Z 2022, ' Multi-label classification for biomedical literature : an overview of the BioCreative VII LitCovid Track for COVID-19 literature topic annotations ', Database : the journal of biological databases and curation, vol. 2022 . https://doi.org/10.1093/database/baac069

The coronavirus disease 2019 (COVID-19) pandemic has been severely impacting global society since December 2019. The related findings such as vaccine and drug development have been reported in biomedical literature—at a rate of about 10 000 article

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a25aea9d169d02dda200192fea3a5221
https://pubmed.ncbi.nlm.nih.gov/36043400

Team LIA/LS2N at BioCreative VII LitCovid Track: Multi-label Document Classification for COVID-19 Literature using Keyword Based Enhancement and Few-Shot Learning

Autor: yanis labrak, Richard Dufour

Publikováno v: BioCreative VII Challenge Evaluation Workshop
BioCreative VII Challenge Evaluation Workshop, Nov 2021, Virtual Conference, United States
HAL

International audience; Multi-label text classification consists in attributing, for each textual document, one or more labels. Due to its nature, the task is often considered to be more challenging than other types of classification problems since t

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::8961c8b363cf430c78fdabac0fdae368
https://hal.archives-ouvertes.fr/hal-03426326/file/Yanis_Labrak-Richard_Dufour-BiocreativeChallenge-2021.pdf

SPQR@Deft2023 : Automatically answering to MCQ in the medical domain with similaritymeasures and domain-specific corpora

Autor: Bezançon, Julien, Boubehziz, Toufik, Chutaux, Corina, Zine, Oumaima, Acensio, Laurie, Koudoro-Parfait, Caroline, Briglia, Andrea, Lejeune, Gaël

Publikováno v: Actes de 18e Conférence en Recherche d'Information et Applications \\ 16e Rencontres Jeunes Chercheurs en RI \\ 30e Conférence sur le Traitement Automatique des Langues Naturelles \\ 25e Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (CORIA-TALN'2023), Paris (France)
Actes du Défi Fouille de Textes@TALN2023
Actes du Défi Fouille de Textes@TALN2023, ATALA, Jun 2023, Paris, France. https://coria-taln-2023.sciencesconf.org/data/proceedings_DEFT.pdf

International audience; We exhibit the approach of the SPQR team in the 2023 French Text Mining Challenge (DEFT). Thischallenge focused on automatically answering Multiple Choice Questions (MCQ) in the pharmacology domain. We proposed an approach tha

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::c94f12bb7da6a85b270cb6512b697f65
https://hal.science/hal-04131847/file/Deft2023-2-13.pdf