Research on the latest trends in Bangla named entity recognition
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2023.
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Brac University
2023
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| Online Access: | http://hdl.handle.net/10361/21935 |
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10361-219352023-12-07T21:02:26Z Research on the latest trends in Bangla named entity recognition Farhan, Niloy Joy, Saman Sarker Mannan, Tafseer Binte Sadeque, Farig Yousuf Department of Computer Science and Engineering, Brac University NER NLP Transformers BERT Gazetteer Natural language processing (Computer science) Artificial intelligence This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2023. Cataloged from PDF version of thesis. Includes bibliographical references (pages 65-66). Named Entity Recognition (NER) is a sub-task of Natural Language Processing (NLP) that distinguishes entities from unorganized text into predefined categorization. In recent years, a lot of Bangla NLP subtasks have received quite a lot of attention; but Named Entity Recognition in Bangla still lags behind. In this thesis, we explored the existing state of research in Bangla Named Entity Recognition. We tried to figure out the limitations that current techniques and datasets face, and we would like to address these limitations in our research. Additionally, we developed a Gazetteer that has the ability to significantly boost the performance of NER. We also proposed a new NER solution by taking advantage of state-of-the-art NLP tools that outperform conventional techniques. Niloy Farhan Saman Sarker Joy Tafseer Binte Mannan B.Sc. in Computer Science and Engineering 2023-12-07T06:18:38Z 2023-12-07T06:18:38Z 2023 2023-05 Thesis ID 23341028 ID 20101114 ID 20101256 http://hdl.handle.net/10361/21935 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. 66 pages application/pdf Brac University |
| institution |
Brac University |
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Institutional Repository |
| language |
English |
| topic |
NER NLP Transformers BERT Gazetteer Natural language processing (Computer science) Artificial intelligence |
| spellingShingle |
NER NLP Transformers BERT Gazetteer Natural language processing (Computer science) Artificial intelligence Farhan, Niloy Joy, Saman Sarker Mannan, Tafseer Binte Research on the latest trends in Bangla named entity recognition |
| description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2023. |
| author2 |
Sadeque, Farig Yousuf |
| author_facet |
Sadeque, Farig Yousuf Farhan, Niloy Joy, Saman Sarker Mannan, Tafseer Binte |
| format |
Thesis |
| author |
Farhan, Niloy Joy, Saman Sarker Mannan, Tafseer Binte |
| author_sort |
Farhan, Niloy |
| title |
Research on the latest trends in Bangla named entity recognition |
| title_short |
Research on the latest trends in Bangla named entity recognition |
| title_full |
Research on the latest trends in Bangla named entity recognition |
| title_fullStr |
Research on the latest trends in Bangla named entity recognition |
| title_full_unstemmed |
Research on the latest trends in Bangla named entity recognition |
| title_sort |
research on the latest trends in bangla named entity recognition |
| publisher |
Brac University |
| publishDate |
2023 |
| url |
http://hdl.handle.net/10361/21935 |
| work_keys_str_mv |
AT farhanniloy researchonthelatesttrendsinbanglanamedentityrecognition AT joysamansarker researchonthelatesttrendsinbanglanamedentityrecognition AT mannantafseerbinte researchonthelatesttrendsinbanglanamedentityrecognition |
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