Computational analysis and detection of Bengali communal violent speech
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2024.
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| Lenguaje: | English |
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Brac University
2024
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| Acceso en línea: | http://hdl.handle.net/10361/24358 |
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10361-243582024-10-21T21:00:33Z Computational analysis and detection of Bengali communal violent speech Khondoker, Abdullah Taufik, Enam Ahmed Tashik, Md. Iftekhar Islam Mahmud, S M Ishtiak Sadeque, Farig Yousuf Department of Computer Science and Engineering, Brac University Bengali speech Hate speech Religious groups Ethnic groups Communal violence Computational analysis Violent speech Machine learning Natural language processing Automatic speech recognition. Natural language processing (Computer science). This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2024. Cataloged from PDF version of thesis. Includes bibliographical references (pages 57-60). Communal violence is intensified by the widespread use of cyber hate, leading to aggression and increased conflicts among different religious, ethnic, and social groups, creating a barrier to social harmony. This research focuses on evaluating Bengali textual data sourced from Twitter and Reddit comments. The primary objective of this study is to enhance the accuracy of detecting communal violence-inciting speech. To achieve this, we employed and fine-tuned large language models, specifically the pre-trained BanglaBERT, aiming for a significant improvement over existing detection methodologies. Improving the detection of communal violent speech will help content moderation systems to effectively moderate and remove content linked to communal violence, thereby fostering communal peace in the Bengali-speaking regions. Abdullah Khondoker Enam Ahmed Taufik Md. Iftekhar Islam Tashik S M Ishtiak Mahmud B.Sc. in Computer Science 2024-10-21T05:51:12Z 2024-10-21T05:51:12Z ©2024 2024-06 Thesis ID 20301065 ID 20301398 ID 20301078 ID 20301071 http://hdl.handle.net/10361/24358 en Brac University theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 69 pages application/pdf Brac University |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Bengali speech Hate speech Religious groups Ethnic groups Communal violence Computational analysis Violent speech Machine learning Natural language processing Automatic speech recognition. Natural language processing (Computer science). |
| spellingShingle |
Bengali speech Hate speech Religious groups Ethnic groups Communal violence Computational analysis Violent speech Machine learning Natural language processing Automatic speech recognition. Natural language processing (Computer science). Khondoker, Abdullah Taufik, Enam Ahmed Tashik, Md. Iftekhar Islam Mahmud, S M Ishtiak Computational analysis and detection of Bengali communal violent speech |
| description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2024. |
| author2 |
Sadeque, Farig Yousuf |
| author_facet |
Sadeque, Farig Yousuf Khondoker, Abdullah Taufik, Enam Ahmed Tashik, Md. Iftekhar Islam Mahmud, S M Ishtiak |
| format |
Thesis |
| author |
Khondoker, Abdullah Taufik, Enam Ahmed Tashik, Md. Iftekhar Islam Mahmud, S M Ishtiak |
| author_sort |
Khondoker, Abdullah |
| title |
Computational analysis and detection of Bengali communal violent speech |
| title_short |
Computational analysis and detection of Bengali communal violent speech |
| title_full |
Computational analysis and detection of Bengali communal violent speech |
| title_fullStr |
Computational analysis and detection of Bengali communal violent speech |
| title_full_unstemmed |
Computational analysis and detection of Bengali communal violent speech |
| title_sort |
computational analysis and detection of bengali communal violent speech |
| publisher |
Brac University |
| publishDate |
2024 |
| url |
http://hdl.handle.net/10361/24358 |
| work_keys_str_mv |
AT khondokerabdullah computationalanalysisanddetectionofbengalicommunalviolentspeech AT taufikenamahmed computationalanalysisanddetectionofbengalicommunalviolentspeech AT tashikmdiftekharislam computationalanalysisanddetectionofbengalicommunalviolentspeech AT mahmudsmishtiak computationalanalysisanddetectionofbengalicommunalviolentspeech |
| _version_ |
1814307023873900544 |