BnText2Table – dataset and Text-to-Table generation in Bangla
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2024.
| Autores principales: | , , , |
|---|---|
| Otros Autores: | |
| Formato: | Tesis |
| Lenguaje: | English |
| Publicado: |
Brac University
2024
|
| Materias: | |
| Acceso en línea: | http://hdl.handle.net/10361/23795 |
| id |
10361-23795 |
|---|---|
| record_format |
dspace |
| spelling |
10361-237952024-08-19T21:05:03Z BnText2Table – dataset and Text-to-Table generation in Bangla Zariyat, Tahreema Rahman Ahmed, Fahim Irfan Oishi, Tahsina Tajrim Morshed, Maruf Islam, Md Saiful Department of Computer Science and Engineering, Brac University Bangla NLP Text2Table Summarizer mBART Transformer Information extraction T5 mT5 Computation and Language 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 32-34). "In this fast-paced world, everyone relies on technology to get their work done quickly and efficiently, since using technology greatly simplifies every task that needs to be done. The majority of the publications are lengthy and packed with crucial data. However, in many instances, extra words are also added to boost the word count, which causes a number of difficulties when trying to get the desired information. For the English language, numerous tools are available to summarize the text and present it in tabular form. However, it is not the same for our mother tongue, Bangla. Despite being the 5th most-spoken native language in the world, there is no tool available to ease the workload in Bengali language. Our research will assist in such circumstances by summarizing the given information in tabular form within the shortest possible time. Since there is no dataset available that will be suitable for our research, we have prepared the dataset ourselves. Then, we have used the mBART-50-large, mT5-base, mT5-m2m-CrossSum and BanglaT5 models for the implementation. Finding the appropriate table headers in light of the context and order of the data is the most important task in this study. To sum up, our main goal is to develop a benchmark dataset for a text-to-table model for the betterment of the NLP research community." Tahreema Rahman Zariyat Fahim Irfan Ahmed Tahsina Tajrim Oishi Maruf Morshed B.Sc. in Computer Science 2024-08-19T06:13:34Z 2024-08-19T06:13:34Z 2024 2024-01 Thesis ID 20101433 ID 20101508 ID 20101394 ID 20101299 http://hdl.handle.net/10361/23795 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. 34 pages application/pdf Brac University |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Bangla NLP Text2Table Summarizer mBART Transformer Information extraction T5 mT5 Computation and Language |
| spellingShingle |
Bangla NLP Text2Table Summarizer mBART Transformer Information extraction T5 mT5 Computation and Language Zariyat, Tahreema Rahman Ahmed, Fahim Irfan Oishi, Tahsina Tajrim Morshed, Maruf BnText2Table – dataset and Text-to-Table generation in Bangla |
| description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2024. |
| author2 |
Islam, Md Saiful |
| author_facet |
Islam, Md Saiful Zariyat, Tahreema Rahman Ahmed, Fahim Irfan Oishi, Tahsina Tajrim Morshed, Maruf |
| format |
Thesis |
| author |
Zariyat, Tahreema Rahman Ahmed, Fahim Irfan Oishi, Tahsina Tajrim Morshed, Maruf |
| author_sort |
Zariyat, Tahreema Rahman |
| title |
BnText2Table – dataset and Text-to-Table generation in Bangla |
| title_short |
BnText2Table – dataset and Text-to-Table generation in Bangla |
| title_full |
BnText2Table – dataset and Text-to-Table generation in Bangla |
| title_fullStr |
BnText2Table – dataset and Text-to-Table generation in Bangla |
| title_full_unstemmed |
BnText2Table – dataset and Text-to-Table generation in Bangla |
| title_sort |
bntext2table – dataset and text-to-table generation in bangla |
| publisher |
Brac University |
| publishDate |
2024 |
| url |
http://hdl.handle.net/10361/23795 |
| work_keys_str_mv |
AT zariyattahreemarahman bntext2tabledatasetandtexttotablegenerationinbangla AT ahmedfahimirfan bntext2tabledatasetandtexttotablegenerationinbangla AT oishitahsinatajrim bntext2tabledatasetandtexttotablegenerationinbangla AT morshedmaruf bntext2tabledatasetandtexttotablegenerationinbangla |
| _version_ |
1814309388890931200 |