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In this paper, we are interested in the collection and annotation of a corpus as well as the realization of a NER system for Tunisian Arabic (TA), named TUNER. To the best of the researchers\u2019 knowledge, this is the first study that uses the suggested method for this purpose. In the present study, we adopt a hybrid method based on a Bi-LSTM-CRF model and a rule-based method. The proposed TUNER system yields an F-measure of 91.43%. This is an interesting improvement over comparable related work dialectal Arabic NER systems. <\/jats:p>","DOI":"10.1142\/s0218213023500628","type":"journal-article","created":{"date-parts":[[2023,9,28]],"date-time":"2023-09-28T09:14:44Z","timestamp":1695892484000},"source":"Crossref","is-referenced-by-count":6,"title":["Named Entity Recognition of Tunisian Arabic Using the Bi-LSTM-CRF Model"],"prefix":"10.1142","volume":"33","author":[{"given":"Asma","family":"Mekki","sequence":"first","affiliation":[{"name":"ANLP Research Group, MIRACL, University of Sfax, Sfax, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"In\u00e8s","family":"Zribi","sequence":"additional","affiliation":[{"name":"ANLP Research Group, MIRACL, University of Monastir, Monastir, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mariem","family":"Ellouze","sequence":"additional","affiliation":[{"name":"ANLP Research Group, MIRACL, University of Sfax, Sfax, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lamia Hadrich","family":"Belguith","sequence":"additional","affiliation":[{"name":"ANLP Research Group, MIRACL, University of Sfax, Sfax, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2024,3,30]]},"reference":[{"key":"S0218213023500628BIB001","first-page":"711","volume-title":"Proc. of the Eighth Int. 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