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MentalRiskES: A New Corpus for Early Detection of Mental Disorders in Spanish

Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)

DOI:10.63317/4vf9g4653925

Abstract

With mental health issues on the rise on the Web, especially among young people, there is a growing need for effective identification and intervention. In this paper, we introduce a new open-sourced corpus for the early detection of mental disorders in Spanish, focusing on eating disorders, depression, and anxiety. It consists of user messages posted on groups within the Telegram message platform and contains over 1,300 subjects with more than 45,000 messages posted in different public Telegram groups. This corpus has been manually annotated via crowdsourcing and is prepared for its use in several Natural Language Processing tasks including text classification and regression tasks. The samples in the corpus include both text and time data. To provide a benchmark for future research, we conduct experiments on text classification and regression by using state-of-the-art transformer-based models.

Details

Paper ID
lrec2024-main-0978
Pages
pp. 11204-11214
BibKey
marmol-romero-etal-2024-mentalriskes
Editor
N/A
Publisher
European Language Resources Association (ELRA) and ICCL
ISSN
2522-2686
ISBN
979-10-95546-34-4
Conference
Joint International Conference on Computational Linguistics, Language Resources and Evaluation
Location
Turin, Italy
Date
20 May 2024 25 May 2024

Authors

  • AM

    Alba María Mármol Romero

  • AM

    Adrián Moreno-Muñoz

  • FP

    Flor Miriam Plaza-Del-Arco

  • MM

    M. Dolores Molina-González

  • AM

    Arturo Montejo-Ráez

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