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Our research aims to bridge this gap by developing tailored tools that effectively address the nuances of fake news in the Bangla language. By implementing a robust detection model, we contribute to a deeper understanding of misinformation in this context. In this work, we present a psycholinguistic method that combines linguistic and psychological features of the Bangla language to detect fake news. We created a dataset of 5,428 Bangla news articles, categorized as real or fake, capturing diverse topics and styles. This research highlights the importance of developing language-specific tools to combat misinformation. It also offers a valuable resource for future studies, helping to promote a more informed and responsible media environment in Bangla-speaking communities. Our hybrid model, which integrates Convolutional Neural Networks (CNN) and Multilayer Perceptron (MLP), effectively captures these features, achieving an accuracy of 96.32%. These results demonstrate the strong potential of our approach in improving the detection of fake news in Bangla.<\/jats:p>","DOI":"10.1145\/3798302","type":"journal-article","created":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T09:47:32Z","timestamp":1771667252000},"page":"1-46","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Detecting Fake News in Bangla Using Linguistic and Psychological Features"],"prefix":"10.1145","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1892-0310","authenticated-orcid":false,"given":"Tanjim","family":"Mahmud","sequence":"first","affiliation":[{"name":"Computer Science and Engineering, Rangamati Science and Technology University","place":["Rangamati Hill District, Bangladesh"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8457-1922","authenticated-orcid":false,"given":"Md Akash","family":"Rahman","sequence":"additional","affiliation":[{"name":"Computer Science and Engineering, Port City International University","place":["Chattogram, Bangladesh"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-4294-1376","authenticated-orcid":false,"given":"Rimon Kanthi","family":"Devnath","sequence":"additional","affiliation":[{"name":"Computer Science and Engineering, Port City International University","place":["Chattogram, Bangladesh"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7473-8185","authenticated-orcid":false,"given":"Mohammad Shahadat","family":"Hossain","sequence":"additional","affiliation":[{"name":"Computer Science and Engineering, University of Chittagong","place":["Chattogram, Bangladesh"]},{"name":"Cybersecurity Laboratory, Lulea University of Technology","place":["Chattogram, Bangladesh"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0244-3561","authenticated-orcid":false,"given":"Karl","family":"Andersson","sequence":"additional","affiliation":[{"name":"Cybersecurity Laboratory, Lulea University of Technology","place":["Lule\u00e5, Sweden"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2026,3,22]]},"reference":[{"key":"e_1_3_1_2_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-33-4673-4_16"},{"key":"e_1_3_1_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2024.124650"},{"key":"e_1_3_1_4_2","doi-asserted-by":"publisher","DOI":"10.1109\/apcit62007.2024.10673544"},{"key":"e_1_3_1_5_2","doi-asserted-by":"publisher","DOI":"10.1145\/3625007.3627308"},{"key":"e_1_3_1_6_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-024-09413-1"},{"key":"e_1_3_1_7_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-2937-2_9"},{"key":"e_1_3_1_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.array.2021.100123"},{"key":"e_1_3_1_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.114171"},{"key":"e_1_3_1_10_2","unstructured":"Maria-Diana Cotelin Ciprian-Octavian Truic\u0103 and Elena-Simona Apostol. 2025. 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