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All Journal Jupiter TEKNOLOGI: Jurnal Ilmiah Sistem Informasi Bulletin of Electrical Engineering and Informatics Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Informatika dan Teknik Elektro Terapan RABIT: Jurnal Teknologi dan Sistem Informasi Univrab JURNAL MEDIA INFORMATIKA BUDIDARMA Jurnal Penelitian Pendidikan IPA (JPPIPA) Journal Information System Development Jurnal Teknoinfo JURIKOM (Jurnal Riset Komputer) Logista: Jurnal Ilmiah Pengabdian Kepada Masyarakat Jurnal Informatika Global Building of Informatics, Technology and Science Jurnal Teknologi Dan Sistem Informasi Bisnis JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal E-Komtek Journal of Computer System and Informatics (JoSYC) Journal of Informatics, Information System, Software Engineering and Applications (INISTA) Teknika Journal of Applied Data Sciences Jurnal Jaring SainTek ICTEE (Engineering Journals of Information, control, telecommunication and electrical) Operations Research: International Conference Series Journal of Engineering and Applied Technology Bulletin of Computer Science Research Jurnal Pengabdian Masyarakat Waradin eProceedings of Engineering Jurnal Abdimas Indonesia Jurnal INFOTEL
Ariq Cahya Wardhana
Universitas Telkom, Purwokerto
Agriculture, Biological Sciences & Forestry Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Public Health Social Sciences Other

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Journal : Journal of Applied Data Sciences

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Dimension-Expanding MLP in Transformer: Inappropriate Sentences and Paragraph Digital Content Filtering Wardhana, Ariq Cahya; Yunus, Andi Prademon; Adhitama, Rifki; Latief, Muhammad Abdul; Sofia, Martryatus
Journal of Applied Data Sciences Vol 6, No 2: MAY 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i2.627

Abstract

The creation of digital content is now a pivotal element of today’s digital environment, driven by the need for both individuals and organizations to engage audiences effectively. As digital platforms grow in scope and impact, ensuring the security, professionalism, and appropriateness of user-generated content has become crucial. This study introduces a new approach for filtering inappropriate digital content by integrating dimension-expanding multi-layer perceptions (MLPs) into transformer architectures. The dimension-expanding MLP processed more high-dimensional features in the Transformers network, giving the ability to understand more specific contexts. Experimental findings reveal that the proposed model outperforms Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU), Transformer (Baseline) in accuracy, computational efficiency, and scalability. The research highlights the model’s practical applications in areas like social media content moderation, legal document compliance monitoring, and filtering harmful content in e-learning and gaming platforms with 0.744 accuracy.
Co-Authors Ade Yanyan Ramdhani Aditya Abi Riestianto Aditya Pratomo Sutrisno Afzal Ziqri Agustyn, Zulfa Basmallah Aiza Yudha Pratama Ajeng Dyah Kurniawati Akhmad Jayadi Al Fikri, Mufid Alhakim, Rahmat Alon Jala Tirta Segara Ananda Rifkiy Hasan Andhika Prasetyo Utomo Andi Prademon Yunus Anggraini, Nenny Arif Riyandi Aufa Rizka Azzumi Aulia Hanafi, Alya Auliya Burhanuddin Bagus Aryandra, Brahmasta Bintang Ahmada Farhan Adama Cepi Ramdani Cintiari Devi , Pramita Condro Kartiko Denny Saputra Deny Saputra Diovianto Putra Rakhmadani Fadlan Sani Mubarok Faisal Dharma Adhinata Fala Sifah Maharani Fauzan Romadlon Firdaus Zulkarnain, Muhammad Gracia Rizka Pasfica Hasan, Thowaf Fuad Hesa Abda Arrasyid I Anna Tul Munikhah Imam M Shofi Jilly Ayu Puspita Kahfi Del Vieri Kamila, Ahya Radiatul Kukuh Pramadito Raharjo Kusuma, Adi Wahyu Candra Latief, Muhammad Abdul Luh Kesuma Wardhani Maie Istighosah Melani Eka Rahayu Muhammad Amien Sidiq Muhammad Ridwan Muhammad Yusuf Nurpariz Nashrul Hakiem Nastiti Nur Indrayani Nathan Asy Syaiba Amien, Muhammad Nenny Anggraini, Nenny Novian Adi Prasetya Novian Adi Prasetyo Nurul Adila Pambudi, Wendri Tri Puspa Diah Narendri, Azelia Ratriningtyas Handayani, Dewi Restu Indrawan Prabawa, I Putu Revaldo, Danny Rifki Adhitama, Rifki Rini Adelina Siagian Rizki Hadi, Rizki Rosalina Alda Rozy, Nurul Faizah Siti Ummi Masruroh Sofia, Martryatus Sri Wahjuni Suparyo Suparyo Syifa' Septiana Dwi Inayah Tampinongkol, Felliks Feiters Teguh Rijanandi Teguh Rijanandi Tenia Wahyuningrum Teotino Gomes Soares Tio Fani Tio Fani Tirta Cahyatama, Muhammad Widya Wahyu Andi Saputra Windi Septiani Yani Nurhadryani Yogo Dwi Prasetyo Yolanda Al Hidayah Pasaribu Yudha Islami Sulistya Yuliani, Asty