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FluentSigners-50: a signer independent benchmark dataset for Sign Language Processing ...
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FluentSigners-50: a signer independent benchmark dataset for Sign Language Processing ...
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Deep Learning with Word Embedding Improves Kazakh Named-Entity Recognition
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In: Information; Volume 13; Issue 4; Pages: 180 (2022)
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Abstract:
Named-entity recognition (NER) is a preliminary step for several text extraction tasks. In this work, we try to recognize Kazakh named entities by introducing a hybrid neural network model that leverages word semantics with multidimensional features and attention mechanisms. There are two major challenges: First, Kazakh is an agglutinative and morphologically rich language that presents a challenge for NER due to data sparsity. The other is that Kazakh named entities have unclear boundaries, polysemy, and nesting. A common strategy to handle data sparsity is to apply subword segmentation. Thus, we combined the semantics of words and stems by stemming from the Kazakh morphological analysis system. Additionally, we constructed a graph structure of entities, with words, entities, and entity categories as nodes and inclusion relations as edges, and updated nodes using a gated graph neural network (GGNN) with an attention mechanism. Finally, through the conditional random field (CRF), we extracted the final results. Experimental results show that our method consistently outperforms all previous methods by 88.04% in terms of F1 scores.
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Keyword:
attention; gazetteer; Kazakh; NER; stem embedding
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URL: https://doi.org/10.3390/info13040180
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Acoustic Properties for the Kazakh Velar and Uvular Distribution
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In: Proceedings of the Workshop on Turkic and Languages in Contact with Turkic; Vol 6 (2021); 5061 ; 2641-3485 (2022)
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Les adjectifs de couleur en kazakh et en français
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In: EISSN: 1951-6789 ; Mémoire(s), identité(s), marginalité(s) dans le monde occidental contemporain. Cahiers du MIMMOC ; https://hal.archives-ouvertes.fr/hal-03223923 ; Mémoire(s), identité(s), marginalité(s) dans le monde occidental contemporain. Cahiers du MIMMOC, Université de Poitiers ; MIMMOC, 2021, ⟨10.4000/mimmoc.8999⟩ (2021)
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ВЗАИМОДЕЙСТВИЕ КАЗАХСКОГО И ДРУГИХ ЯЗЫКОВ В ПАВЛОДАРСКОМ ПРИИРТЫШЬЕ ... : ПАВЛОДАР ЕРТІС ӨНІРІНДЕГІ ҚАЗАҚ ЖӘНЕ БАСҚА ТІЛДЕРДІҢ ӨЗАРА ҚАРЫМ- ҚАТЫНАСЫ ...
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THE ROLE OF BILINGUALISM IN TRANSLATION (BASED ON THE RUSSIAN AND KAZAKH LANGUAGES) ... : РОЛЬ БИЛИНГВИЗМА В ПЕРЕВОДЧЕСКОЙ ДЕЯТЕЛЬНОСТИ (НА МАТЕРИАЛАХ РУССКОГО И КАЗАХСКОГО ЯЗЫКОВ) ...
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САКРАЛЬНЫЙ ПАМЯТНИК В МАНГИСТАУ: ЭПИЧЕСКИЙ ЦИКЛ «СОРОК БОГАТЫРЕЙ КРЫМА» ... : SACRED MONUMENT IN MANGISTAU: THE EPIC CYCLE "FORTY HEROES OF CRIMEA" ...
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Нурдаулетова Б.. - : Deutsche Internationale Zeitschrift für zeitgenössische Wissenschaft, 2021
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WALS Online Resources for Kazakh
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: Max Planck Institute for Evolutionary Anthropology, 2021
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Glottolog 4.4 Resources for Kazakh
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: Max Planck Institute for Evolutionary Anthropology, 2021
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PROPER NOUN IN CHINESE AND KAZAKH, ITS LINGUISTIC FEATURES ... : ИДЕАЛЬНОЕ СУЩЕСТВИТЕЛЬНОЕ НА КИТАЙСКОМ И КАЗАХСКОМ ЯЗЫКЕ, ЕГО ЯЗЫКОВЫЕ ОСОБЕННОСТИ ...
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Dilmanova, Madina. - : Oriental renaissance: Innovative, educational, natural and social sciences, 2021
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Этнолингвистика – этностық болмысты ұлттық тіл арқылы танып білу(Аймақтық лексика негізінде). ...
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ГАЗЕТТІК МАҚАЛАЛАРДЫ АУДАРУДЫҢ МӘДЕНИЕТАРАЛЫҚ ЕРЕКШЕЛІКТЕРІ ... : МЕЖКУЛЬТУРНЫЕ ОСОБЕННОСТИ ПЕРЕВОДА ГАЗЕТНЫХ СТАТЕЙ ...
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Этнолингвистика – этностық болмысты ұлттық тіл арқылы танып білу(Аймақтық лексика негізінде). ...
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TEXTS OF BILINGUAL PUBLICISTS IN THE GEOINFORMATION SPACE OF KAZAKHSTAN ... : ТЕКСТЫ ПУБЛИЦИСТОВ-БИЛИНГВОВ В ГЕОИНФОРМАЦИОННОМ ПРОСТРАНСТВЕ КАЗАХСТАНА ...
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Restrictions on genitive subjects in Kazakh relative clauses
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In: Proceedings of the Workshop on Turkic and Languages in Contact with Turkic; Vol 5 (2020); 110-124 ; 2641-3485 (2021)
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ҚАЗАҚ ЖӘНЕ ТҮРІК ЛИНГВОМӘДЕНИЕТІНДЕГІ «БИЛІК» КОНЦЕПТІСІ ... : КОНЦЕПТ «ВЛАСТЬ» В КАЗАХСКОЙ И ТУРЕЦКОЙ ЛИНГВОКУЛЬТУРЕ ...
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