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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Jurnal Civics: Media Kajian Kewarganegaraan Journal of Tropical Life Science : International Journal of Theoretical, Experimental, and Applied Life Sciences JUSIFO : Jurnal Sistem Informasi JURNAL KEPEMIMPINAN DAN PENGURUSAN SEKOLAH Sistemasi: Jurnal Sistem Informasi Jurnal Ilmiah Ekonomi Islam AKSIOLOGIYA : Jurnal Pengabdian Kepada Masyarakat Jurnal Moral Kemasyarakatan INOVTEK Polbeng - Seri Informatika Jurnal Biologi Tropis INTECOMS: Journal of Information Technology and Computer Science Al Mi’yar: Jurnal Ilmiah Pembelajaran Bahasa Arab dan Kebahasaaraban Studi Arab Jurnal Ilmiah Ecosystem JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) JOISIE (Journal Of Information Systems And Informatics Engineering) EDUMATIC: Jurnal Pendidikan Informatika Building of Informatics, Technology and Science Jurnal Sistem informasi dan informatika (SIMIKA) Abdi Laksana : Jurnal Pengabdian Kepada Masyarakat Thariqah Ilmiah ; Jurnal ilmu-ilmu kependidikan & Bahasa Arab Jurnal Pengabdian kepada Masyarakat Nusantara ASANKA: Journal of Social Science And Education Jurnal Teknik Informatika (JUTIF) Al-tsaman : Jurnal Ekonomi dan Keuangan Islam Jurnal Pendidikan dan Teknologi Indonesia Jurnal Pendidikan PKn Journal Evaluation in Education (JEE) Jurnal Al-Fawa'id : Jurnal Agama dan Bahasa Jurnal Kapita Selekta Administrasi Publik Edu Sociata : Jurnal Pendidikan Sosiologi Jurnal Algoritma Maritime Park: Journal Of Maritime Technology and Socienty Aurelia: Jurnal Penelitian dan Pengabdian Masyarakat Indonesia Finger : Jurnal Ilmiah Teknologi Pendidikan De Cive : Jurnal Penelitian Pendidikan Pancasila dan Kewarganegaraan Jurnal Pembelajaran Bahasa dan Sastra Economics Studies and Banking Journal Rhizome: Jurnal Kajian Ilmu Humaniora Journal of Economic Growth and Development Review Society CARONG: Jurnal Pendidikan, Sosial dan Humaniora SCIENTIA JOURNAL : Jurnal Ilmiah Mahasiswa Journal of Supply Chain and Entrepreneurship EL-HAYAH
Syaifullah Syaifullah
Jurusan Sistem Informasi Fakultas Sains Dan Teknologi Universitas Islam Negeri Sultan Syarif Kasim Riau
Religion Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mechanical Engineering Social Sciences Other

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Journal : Journal of Supply Chain and Entrepreneurship

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Harnessing NLP and Big Data to Solve Linguistic Challenges in Indonesian Humanoid Robots: Pathways to Innovation and Entrepreneurship Syaifullah, Syaifullah; Noorahim, Wenny Noorahim
Journal of Supply Chain and Entrepreneurship Vol. 1 No. 2 (2025): Journal of Supply Chain and Entrepreneurship
Publisher : CV. SPDFHarmony

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.64268/josce.v1i2.35

Abstract

Aim: Indonesian, as a national language, contains intricate linguistic features such as agglutinative morphology, idioms, and numerous dialectal variations. These characteristics present significant challenges in developing humanoid robots capable of natural interaction through Natural Language Processing (NLP). This study aims to address these linguistic complexities while exploring the entrepreneurial potential of localized NLP applications in Indonesia. Methods: The research employs a qualitative literature review method, focusing on existing studies related to Indonesian NLP datasets, transformer-based language models, and speech technologies. Key sources include IndoNLI for inference, IndoSentiment for sentiment analysis, and case studies of humanoid robots like Lumen. The analysis also includes approaches utilizing Big Data, multi-pass decoders, and contextual language modeling to optimize performance in Indonesian linguistic settings. Findings: Findings indicate that the successful development of Indonesian-speaking humanoid robots relies on context-aware NLP models trained on representative, culturally relevant datasets. Integrating multimodal systems and Big Data enables enhanced comprehension of idiomatic, regional, and informal expressions. The research also reveals that NLP-based innovations can be commercialized through AI-powered assistants, educational bots, and digital customer service, opening new opportunities for tech-driven entrepreneurship. Significance: This study contributes to both technological advancement and business innovation by linking linguistic AI research with entrepreneurial applications. It underscores the importance of building a robust local data ecosystem and designing language models that reflect Indonesia’s linguistic diversity. These insights are vital not only for improving human-robot interaction but also for fostering sustainable digital entrepreneurship within emerging markets like Indonesia.
Co-Authors - Sapriya . Mansyurdin Abdul Azis Abdul Basit Abdur Rohman Adhari, Nursanda Rizki Adillah, Suci Nur Ahsyar, Tengku Khairil Aidil, Dyta Rabbani Anggyana, Rifa Angraini Angraini Anofrizen Anofrizen Aprillia, Dhea Dwi Aprillia, Dhea Dwi Aprinastya, Rachell Aqilla, Nabila Fadia Arif Marsal Arum Setiawan Asep Mahfudz, Asep Asful, Ferdhinal Asmaret, Desi Asriyana, . Asyraf, Fajri Muhammad Aszareta, Muhammad Andoni Aurora, Dhea Apriano Ayulya, Agisti Mutiara Aziz, M. Abdul Cahyadi, Deden Cecep Darmawan, Cecep DADANG DADANG Dadang Sundawa, Dadang Dahelmi Dahelmi DAMIRAH DAMIRAH, DAMIRAH Dasim Budimansyah Dasim Budimansyah, Prayoga Bestari, Redi Yamanto, Dasim Budimansyah, Dewi Imelda Roesma Diani, Diani Djong Hon Tjong Efrizal Efrizal Eki Saputra Endang Danial, Endang Farisi, Czar Daffa Al Febi Nur Salisah Firdaus, Pipin Fitra, Joni Darma FITRIAH ARTINA, FITRIAH Fitriani Fitriani Guntara, Bima Hamzah, Muhammad Lutfhi Hamzah, Muhammad Lutfi Hamzah, Muhammad Luthfi Harmaniola, Elsa Hendra, Rio Hendri Irawan Henny Herwina Herliza, Herliza Hermawati Hermawati, Hermawati hidayanti, hidayanti Ida Waluyati Indah Lestari, Indah Indrajaya, Indrajaya Indriani, Monalisa Ingrid Shintia Arsy Jacky, Jacky Janra, Muhammad Nazri Jazman, Muhammad Juirah, Juirah Julhadi, Julhadi Julita, Sandra Junaihil, Junaihil Juniyati, Rita Juwandi, Ronni Karim Suryadi Karim Suryadi Kasno Kasno Khoidir, Muhammad Kokom Komalasari Kosasih, Hengky Kyaw, Aung Ye Leni Anggraeni Lestari, Nurrizka Puji M Afdal Maliza, Rita Masyitoh, Iim Siti MAULANA, BIMA Maulidiyah, Khoirun Ni'mah Megawati - Mochamad Hasyim Mona Fronita, Mona Muarif, Muarif Muhammad Amin Muhammad Nanang Qosim Muslim Muslim Nanda Nazira Naufal, Misbahuddin Nazhifatunnisa, Nazhifatunnisa Ningsih, Widiah Nofrita Nofrita Noorahim, Wenny Noorahim Novita Sari Nugraha Nugraha Nurnazmi, Nurnazmi Nurrokhmatulloh, Nurrokhmatulloh Oktoriani, Della Pebri, Prianda Prananda, Yaldri Oktra Pratama, Raihan Anugrah Prawira, Furqan Dwiki Lintang Prima, Ari Putra Santoso Putra, Tarekh Febriana Putri, Runi Aulia Putri, Syntia Mai Rahman Mulyawan Rahmawita, Medyantiwi Ramadani, Ela Ramadhan, Rifky Ratna Fitria Rianda, Rahmad Didho Ridho, Muhammad Syifa'ur Safika, Nurul Sakban, Abdul Salis, Viola Mutiara Saputri, Aprilia Mayang Sianipar, Ferry Agus Sinaga, Lina Siregar, Syafril Solihah, Nikmatus Sri Nurhidayati, Sri Subakja, Triyawan Bagus Sulistiono Supriyono Supriyono Susanto Susanto Syahru Ramadan, Syahru Tasrif Tasrif Titik Efnita, Titik Tutoq, yulita Wahyuni, Reni wahyuni Waluyo Waluyo Wenny Noorahim Wilson Novarino Wily Julitawaty, Wily Yuniar, Sucifa Thita Zaini Zaini