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Catalan Government Crawling ...
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Catalan General Crawling ...
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Catalan General Crawling ...
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Catalan Government Crawling ...
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Catalan General Crawling ...
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Catalan Government Crawling ...
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Catalan Government Crawling ...
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Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan ...
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Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? {A} Comprehensive Assessment for {C}atalan ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.437 Abstract: Multilingual language models have been a crucial breakthrough as they considerably reduce the need of data for under-resourced languages. Nevertheless, the superiority of language-specific models has already been proven for languages having access to large amounts of data. In this work, we focus on Catalan with the aim to explore to what extent a medium-sized monolingual language model is competitive with state-of-the-art large multilingual models. For this, we: (1) build a clean, high-quality textual Catalan corpus (CaText), the largest to date (but only a fraction of the usual size of the previous work in monolingual language models), (2) train a Transformer-based language model for Catalan (BERTa), and (3) devise a thorough evaluation in a diversity of settings, comprising a complete array of downstream tasks, namely, Part of Speech Tagging, Named Entity Recognition and Classification, Text Classification, Question Answering, and ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/x3ka-m032
https://underline.io/lecture/26528-are-multilingual-models-the-best-choice-for-moderately-under-resourced-languagesquestion-a-comprehensive-assessment-for-catalan
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