Integration of Transformer Model Text Summarization and Text-to-Speech in Helping Document Understanding in the Bukudio Application
DOI:
https://doi.org/10.34306/conferenceseries.v4i1.653Keywords:
Text Summarization, Text To Speech, Bukudio, DocumentAbstract
The need for effective, accurate and precise understanding of information will provide optimization of the decision-making process, increase knowledge and quality of life. Understanding information in relation to the document summarization process, if done manually, sometimes takes quite a long time. Text summarization techniques which are useful as document summarizers have been developed and applied to various things such as summarizing important documents, news texts or customer feedback. In this article, text summarization using the text rank method and transformer modeling integrated with text to speech techniques is developed in the Bukudio application, which is an application that provides audio versions of book documents in the application database. Based on the test results, the evaluation process was carried out using the Rouge method and gave the best results in calculating the Rouge 1 overlap monogram resulting in 0.523 for the F1 Score value, 0.434 for the precision value and 0.659 for the recall value. This research will be developed using other methods so that not only files in PDF document format can be processed, but other EPUB (Electronic Publication) files.
References
Dewi KE, Widiastuti NI. Automatic Summarization of Indonesian Texts Using a Hybrid Approach. Jurnal Teknologi Informasi Dan Pendidikan 2021;15. https://doi.org/10.24036/tip.v15i1.
L. K. Choi, K. B. Rii, and H. W. Park, “K-Means and J48 Algorithms to Categorize Student Research Abstracts,” Int. J. Cyber IT Serv. Manag., vol. 3, no. 1, pp. 61–64, 2023.
Q. Aini, I. Sembiring, A. Setiawan, I. Setiawan, and U. Rahardja, “Perceived Accuracy and User Behavior: Exploring the Impact of AI-Based Air Quality Detection Application (AIKU),” Indones. J. Appl. Res., vol. 4, no. 3, pp. 209–218, 2023.
L. Philip and T. Pradiani, “Influence Brand Experience, Viral Marketing and Brand Image to Brand Loyalty to Service Users Streaming Spotify in Indonesia,” ADI J. Recent Innov., vol. 5, no. 2, pp. 127–135, 2024.
Sasmito GW, Informatika JT, Bersama H, Mataram J, 09 N, Lor P. Penerapan Metode Waterfall Pada Desain Sistem Informasi Geografis Industri Kabupaten Tegal 2017;2.
B. Bhima, A. R. A. Zahra, T. Nurtino, and M. Z. Firli, “Enhancing Organizational Efficiency through the Integration of Artificial Intelligence in Management Information Systems,” APTISI Trans. Manag., vol. 7, no. 3, pp. 282–289, 2023.
Arrizqi N’, Santoso I, Yosua D, Soetrisno AA. IMPLEMENTASI GOOGLE TEXT TO SPEECH PADA APLIKASI PENDETEKSI UANG BERBASIS ANDROID. vol. 10. 2021.
Y. N. Qintharah and F. L. Utami, “Determinants on Environmental Disclosure Moderating by Integrated Corporate Governance,” Aptisi Trans. Technopreneursh., vol. 5, no. 1Sp, pp. 22–37, 2023.
Wang M, Hu F. The application of nltk library for python natural language processing in corpus research. Theory and Practice in Language Studies 2021;11:1041–9. https://doi.org/10.17507/tpls.1109.09.
Y. I. Maulana and I. Fajar, “Analysis of Cyber Diplomacy and its Challenges for the Digital Era Community,” IAIC Trans. Sustain. Digit. Innov., vol. 4, no. 2, pp. 169–177, 2023.
Vinnarasu A, Jose D V. Speech to text conversion and summarization for effective understanding and documentation. International Journal of Electrical and Computer Engineering 2019;9:3642–8. https://doi.org/10.11591/ijece.v9i5.pp3642-3648.
I. S. Fadli, N. P. Lestari, and A. A. Putri, “Implementation of White Hat SEO-Based Digital Incubator Platform,” Int. Trans. Educ. Technol., vol. 1, no. 2, pp. 122–130, 2023.
Wolf T, Debut L, Sanh V, Chaumond J, Delangue C, Moi A, et al. HuggingFace’s Transformers: State-of-the-art Natural Language Processing 2019.
Endra RY, Aprilinda Y, Dharmawan YY, Ramadhan W. Analisis Perbandingan Bahasa Pemrograman PHP Laravel dengan PHP Native pada Pengembangan Website. EXPERT: Jurnal Manajemen Sistem Informasi Dan Teknologi 2021;11:48. https://doi.org/10.36448/expert.v11i1.2012.
Saziyabegum S. REVIEW ON TEXT SUMMARIZATION EVALUATION METHODS. / Indian Journal of Computer Science and Engineering (IJCSE) n.d.;8.
Nina Adlini M, Hanifa Dinda A, Yulinda S, Chotimah O, Julia Merliyana S. METODE PENELITIAN KUALITATIF STUDI PUSTAKA. vol. 6. 2022.
Alcantara THM, Krütli D, Ravada R, Hanne T. Multilingual Text Summarization for German Texts Using Transformer Models. Information (Switzerland) 2023;14. https://doi.org/10.3390/info14060303.
D. S. S. Wuisan, R. A. Sunardjo, Q. Aini, N. A. Yusuf, and U. Rahardja, “Integrating Artificial Intelligence in Human Resource Management: A SmartPLS Approach for Entrepreneurial Success,” Aptisi Trans. Technopreneursh., vol. 5, no. 3, pp. 334–345, 2023.
O. Candra et al., “Energy simulation and parametric analysis of water cooled thermal photovoltaic systems: energy and exergy analysis of photovoltaic systems,” Sustainability, vol. 14, no. 22, p. 15074, 2022.
P. A. Sunarya, “The Impact of Gamification on IDU (ILearning Instruction) in Expanding Understudy Learning Inspiration,” Int. Trans. Educ. Technol., vol. 1, no. 1, pp. 59–67, 2022.
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Copyright (c) 2023 Ivana Lucia Kharisma, Kamdan, Anggun Fergina, Tofik Hidayat, Moh. Abd. Aziz Hidayat, Muhamad Muslih, Adhitia Erfina
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