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We argue that citation context may be considered while calculating the impact of research work. However, mining citation context from unstructured full\u2010text publications is a challenging task. In this paper, we compiled a data set comprising 9,518 citations context. We developed a deep learning\u2010based architecture for citation context classification. Unlike feature\u2010based state\u2010of\u2010the\u2010art models, our proposed focal\u2010loss and class\u2010weight\u2010aware BiLSTM model with pretrained GloVe embedding vectors use citation context as input to outperform them in multiclass citation context classification tasks. Our model improves on the baseline state\u2010of\u2010the\u2010art by achieving an F1 score of 0.80 with an accuracy of 0.81 for citation context classification. Moreover, we delve into the effects of using different word embeddings on the performance of the classification model and draw a comparison between fastText, GloVe, and spaCy pretrained word embeddings.<\/jats:p>","DOI":"10.1002\/asi.24817","type":"journal-article","created":{"date-parts":[[2023,7,13]],"date-time":"2023-07-13T07:31:30Z","timestamp":1689233490000},"page":"1229-1240","update-policy":"http:\/\/dx.doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Neural machine translation for in\u2010text citation classification"],"prefix":"10.1002","volume":"74","author":[{"given":"Iqra","family":"Safder","sequence":"first","affiliation":[{"name":"Department of Computer Science National University of Computer & Emerging Sciences Lahore Pakistan"}]},{"given":"Momin","family":"Ali","sequence":"additional","affiliation":[{"name":"Department of Computer Science Information Technology University Lahore Pakistan"}]},{"given":"Naif Radi","family":"Aljohani","sequence":"additional","affiliation":[{"name":"Faculty of Computing and Information Technology King Abdulaziz University Jeddah Saudi Arabia"}]},{"given":"Raheel","family":"Nawaz","sequence":"additional","affiliation":[{"name":"Staffordshire University Stoke\u2010on\u2010Trent UK"}]},{"given":"Saeed\u2010Ul","family":"Hassan","sequence":"additional","affiliation":[{"name":"Department of Computing and Mathematics Manchester Metropolitan University Manchester UK"}]}],"member":"311","published-online":{"date-parts":[[2023,7,13]]},"reference":[{"key":"e_1_2_7_2_1","first-page":"596","volume-title":"Proceedings of the 2013 conference of the north American chapter of the association for computational linguistics: Human language technologies","author":"Abu\u2010Jbara A.","year":"2013"},{"key":"e_1_2_7_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11192-021-03986-z"},{"key":"e_1_2_7_4_1","doi-asserted-by":"publisher","DOI":"10.1177\/0165551521991022"},{"key":"e_1_2_7_5_1","doi-asserted-by":"publisher","DOI":"10.1108\/LHT-02-2019-0048"},{"key":"e_1_2_7_6_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11192-019-03326-2"},{"key":"e_1_2_7_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.joi.2017.11.005"},{"key":"e_1_2_7_8_1","volume-title":"Information and its users: A review with special reference to the social sciences","author":"Britain J. 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