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All Journal Tekno : Jurnal Teknologi Elektro dan Kejuruan Teknologi dan Kejuruan: Jurnal teknologi, Kejuruan dan Pengajarannya Jurnal Pendidikan Sains Jurnal Edukasi dan Penelitian Informatika (JEPIN) Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan JOIV : International Journal on Informatics Visualization VOLT : Jurnal Ilmiah Pendidikan Teknik Elektro PEMBELAJAR: Jurnal Ilmu Pendidikan, Keguruan, dan Pembelajaran Pendas : Jurnah Ilmiah Pendidikan Dasar ILKOM Jurnal Ilmiah SENTIA 2016 Buletin Ilmiah Sarjana Teknik Elektro SOSIOEDUKASI : JURNAL ILMIAH ILMU PENDIDIKAN DAN SOSIAL Letters in Information Technology Education (LITE) Jurnal Graha Pengabdian Ideguru: Jurnal Karya Ilmiah Guru Didaktika: Jurnal Kependidikan Science in Information Technology Letters International Journal of Engineering, Science and Information Technology Bulletin of Community Engagement Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Integrasi dan Harmoni Inovatif Ilmu-ilmu Sosial Jurnal Inovasi Teknologi dan Edukasi Teknik ABDI UNISAP: Jurnal Pengabdian Kepada Masyarakat
Wahyu Sakti Gunawan Irianto
Universitas Negeri Malang
Religion Arts Humanities Astronomy 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 Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Social Sciences Transportation Other

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Survey and Challenges: Event Extraction of Story Narrative in NLP Approach Daniati, Erna; Wibawa, Aji Prasetya; Irianto, Wahyu Sakti Gunawan; Nafalski, Andrew
Buletin Ilmiah Sarjana Teknik Elektro Vol. 8 No. 1 (2026): February
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/biste.v8i1.15534

Abstract

Event extraction from story narratives remains a challenging yet underexplored area in natural language processing due to narrative complexity including implicit causality long-range dependencies and temporal ambiguity. This study addresses the research question: How have NLP and deep learning approaches been applied to extract events from story narratives and what gaps persist. Following the PRISMA 2020 guidelines we systematically reviewed 12 peer-reviewed studies published between 2017 and 2024. Our analysis reveals growing adoption of transformer-based models such as BERT alongside emerging architectures like DEEIA and PAIE which leverage prompt-based learning and event-specific contextual aggregation. Commonly used datasets include ROCStories and custom narrative corpora though few are standardized. Key challenges involve handling implicit events limited annotated data cross-domain generalization and integration of commonsense reasoning. The main contribution of this review is the first structured synthesis of event extraction techniques specifically for story narratives using a rigorous systematic methodology. We highlight the need for document-level modeling narrative-aware evaluation metrics and low-resource adaptation strategies. This work provides a foundation for future research aiming to bridge narrative understanding with robust event-centric NLP systems.
DEVELOPMENT OF TECHNOPRENEURSHIP LEARNING TOOLS IN VOCATIONAL HIGH SCHOOLS: A SYSTEMATIC REVIEW OF MODELS, COMPONENTS, AND IMPLICATIONS: Pengembangan Perangkat Pembelajaran Technopreneurship di SMK: Tinjauan Sistematis terhadap Model, Komponen, dan Implikasi Febri Handoyo; Isnandar Isnandar; Wahyu Sakti Gunawan Irianto; Widiyanti Widiyanti; Siti Salina Mustakim
SOSIOEDUKASI Vol 15 No 1 (2026): SOSIOEDUKASI : JURNAL ILMIAH ILMU PENDIDIKAN DAN SOSIAL
Publisher : Fakultas Keguruan Dan Ilmu Pendidikan Universaitas PGRI Banyuwangi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36526/sosioedukasi.v15i1.7290

Abstract

This study aims to map the trends in the development of technopreneurship learning tools in Vocational High Schools by analyzing the development models, core components, and pedagogical implications to identify research gaps. Using the Systematic Literature Review (SLR) method with the PRISMA approach and PICo framework, this study selected five relevant articles from Google Scholar, Semantic Scholar, and Dimensions databases for the period 2021-2025. The results of the data analysis show that the ADDIE and Borg & Gall development models are the most dominant because of their systematic structure in ensuring technical and pedagogical quality. The main components of the learning tool focus on three main aspects: digital technology integration, strengthening 21st-century skills (4Cs), and technical mastery of entrepreneurial management. Pedagogically, the implementation of these tools has been proven effective in improving student learning outcomes, motivation, and independence, as well as transforming the role of teachers into facilitators in the digital ecosystem. Despite the positive impact, a research gap was found in that current development is still limited to independent modules and has not touched on the formation of a comprehensive digital entrepreneurship ecosystem to overcome the low level of students' digital-preneurship skills in the field.
Co-Authors Abbar, Habib Muhammad Abdul Hadi, Afif Agro Lukman Putra Aguwin Ardi Pranata Ahmad Fuadi Ahsan, Muhammad Zamani Aji Prasetya Wibawa Al-Jabbar, Habib Muhammad Amrullah, Muhammad Shalahuddin Ananda Putri Syaviri Anik Nur Handayani Anusua Ghosh, Anusua Artina Tri Wistiawati Ashshiddiqi, Dimas Jundan Asmoro, Achmad Shoddiq Bayu Budi Wibowotomo Damanhuri, Nor Salwa Didik Dwi Prasetya Dila Umnia Soraya Dolly Indra Eka Rahayu Setyaningsih Erna Daniati Ernis Hidayati Evania Kurniawati Fahreza, M. Dimas Aviv Falah, Moh. Zainul Febri Handoyo Fitri, Anisa Hilya Hakkun Elmunsyah Haqiqi, Ahmad Faiz Risvan Hasriani Hermansyah Heru Wahyu Herwanto I Made Wirawan Isnandar Isyatul Karimah Joumil Aidil Saifuddin Khamdan, Candra Wahyu Nur Kirana, Karika Candra Krisnawan, Shandy Leonel Hernandez, Leonel lilis nurhayati M. Rodhi Faiz, M. Rodhi Milenia, Herpri Mohammad Husein An Nabawi Muhammad Afnan Habibi Muhammad Jauharul Fuady Mungalim, Rifqy Nafalski, Andrew Nugroho, Andhik Catur Nugroho, Bagas Putra, Adhi Pramana Estiawanda Rina Dewi Indahsari Rizka Afdalia Rosa Andrie Asmara Saifuddin, Farikh Saputra, Ismed Eko Hadi Sari, Gilang Rafiqa Setiadi Cahyono Putro Setyaningsih, Eka Rahayu Siti Salina Mustakim Siti Sendari Slamet Wibawanto Sujito Sujito Syaad Patmanthara Syah, Abdullah Iskandar Triyanna Widiyaningtyas Ulum, Khoirul Utomo Pujianto Veithzal Rivai Zainal Wardhana, Nyoman Dedi Kusuma Widayanti, Erma Widiyanti Wistiawati, Artina Tri Yosi Kristian Yoto Yoto Yuni Rahmawati