Journal SINTA 1
Improving Text Summarization Quality by Combining T5-Based Models and Convolutional Seq2Seq Models
Journal of Applied Engineering and Technological Science (JAETS) · Vol. 5 No. 1 (2023) · pp. 451–459
- ISSN
- 2715-6079, 2715-6087
- Published
- 2023-12-10
- Publisher
- Yayasan Riset dan Pengembangan Intelektual (YRPI)
- Language
- en
Abstract
In the natural language processing field, there are several sub-fields that are very closely related to information retrieval, such as the automatic text summarization sub-field. obtained from the convolutional T5 and Seq2Seq models in summarizing text on hugging faces found features that can affect text summary such as upper- and lower-case letters which have an impact on changing the understanding of the text of the document. This study uses a combination of parameters such as layer dimensions, learning rate, batch size, and the use of Dropout to avoid model overfitting. The results can be seen by evaluating metrics using ROUGE. This study produces a value of ROUGE-1 on 4 documents that are tested which produces an average of 0.8 which is the optimal value, for ROUGE-2 on 4 documents that are tested which results in an average of 0.83 which is an optimal value while ROUGE-L on 4 documents conducted tests that produce an average of 0.8 which is the optimal value for the summary model.
Keywords
Collaboration network of the authors
40 authors · 102 co-authorship links · 4 across different organisations · showing the 40 most connected
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Universitas Sumatera Utara
- Politeknik Negeri Medan
- Universitas Halu Oleo
- International Islamic University Malaysia
- Telkom University
- Bandung Institute of Technology
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Romi Fadillah Rahmat | Affiliation unknown | 5 |
| Arif Ridho Lubis | Affiliation unknown | 4 |
| Romi Fadillah Rahmat | Affiliation unknown | 3 |
| Michael J. Watts | Affiliation unknown | 3 |
| Julham Julham | Affiliation unknown | 3 |
| Idham Kamil | Affiliation unknown | 3 |
| Yuyun Yusnida Lase | Politeknik Negeri Medan | 2 |
| Syahril Efendi | Universitas Sumatera Utara | 2 |
| Elviawaty Muisa Zamzami | Universitas Sumatera Utara | 2 |
| Opim Salim Sitompul | Universitas Sumatera Utara | 2 |
| Mahyuddin K. M. Nasution | Universitas Sumatera Utara | 2 |
| Mahyuddin Khairuddin Matyuso Nasution | Affiliation unknown | 2 |
| Badaruddin Badaruddin | Universitas Halu Oleo | 1 |
| Dewi Wulandari | Affiliation unknown | 1 |
| Lilis Tiara Adha | Politeknik Negeri Medan | 1 |
| Tika Ariyani | Politeknik Negeri Medan | 1 |
| Fahdi Saidi Lubis | International Islamic University Malaysia | 1 |
| Hanif Fakhrurroja | Telkom University | 1 |
| Rian Bimo Ankhal | Affiliation unknown | 1 |
| Muhammad Fakhrul Safitra | Affiliation unknown | 1 |
| Yulio Ferdinand | Affiliation unknown | 1 |
| Oktariani Nurul Pratiwi | Affiliation unknown | 1 |
| Rio Guntur Utomo | Affiliation unknown | 1 |
| Jonathan Arya Wibowo | Affiliation unknown | 1 |
| Kobthong Ladkoom | Affiliation unknown | 1 |
| Sinung Suakanto | Bandung Institute of Technology | 1 |
| Joko Siswanto | Affiliation unknown | 1 |
| Jan M. Pawlowski | Affiliation unknown | 1 |
| Syfa Nur Lathifah | Affiliation unknown | 1 |
| Litasari Widyastuti Suwarsono | Affiliation unknown | 1 |
| Hariyadi Hariyadi | Affiliation unknown | 1 |
| Ferry Fachrizal | Affiliation unknown | 1 |
| Amrullah Amrullah | Affiliation unknown | 1 |
| Akbar Idaman | Affiliation unknown | 1 |
| Herman Mawengkang | Affiliation unknown | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.