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Fairness Auditing and Bias Mitigation in Aspect-Based Sentiment Models for Indonesian Public Services
Jondien, Muhammad Shihab Fathurrahman
; Magister of Computer Science, Amikom Purwokerto University, Indonesia
; Hariguna, Taqwa
; Magister of Computer Science, Amikom Purwokerto University, Indonesia
; Saputra, Dhanar Intan Surya
; Magister of Computer Science, Amikom Purwokerto University, Indonesia
Telematika
Vol 19
, No 1
(2026)
This study presents a comprehensive fairness audit and bias mitigation framework for Indonesian sentiment analysis using the SmSA IndoNLU dataset and the IndoBERT language model. The research investigates demographic and linguistic fairness by evaluating model performance across gender and regional groups and introduces an aspect-based extension to assess semantic fairness using an ABSA-style input formulation. Fairness metrics such as ΔF1, Demographic Parity Difference (DPD), and Equality of Op...
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Analisis Keterampilan Teknik Dribbling dan Kontrol Bola dalam Permainan Sepak Bola pada Siswa SMK Methodist Tanjung Morawa
Jendela Olahraga
Vol 11
, No 01
(2026)
Penelitian ini dilatar belakangi oleh rendahnya penguasaan teknik dasar sepak bola, terutama dribbling dan kontrol bola, pada siswa yang mengikuti kegiatan ekstrakurikuler sepak bola di SMK Methodist Tanjung Morawa. Keterampilan dasar tersebut sangat penting karena menjadi fondasi utama dalam permainan sepak bola yang efektif, namun kenyataannya banyak siswa yang belum mampu menampilkan teknik dasar dengan baik sehingga berdampak pada performa dan pencapaian prestasi. Tujuan dari penelitian ini...
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Enhancing Local MSME Competitiveness through ParticipatoryCommunity Service and Digital Transformation Initiatives
Shibghatalloh, A., H.
; Wardhani, A., A.
; Solechan, A.
; Syafrudin, H., A
; Sumargo, A., S.
; Dwiantoro, L., W., P.
; Kwartawaty, N., N.
Community Service Journal: Adarma Acitya
Vol 1
, No 2
(2026)
Micro, Small, and Medium Enterprises (MSMEs) play a crucial role in supporting local economic development and employment creation. However, many local MSMEs continue to face structural challenges related to limited managerial capacity, low digital literacy, and weak market competitiveness. This community service program aims to enhance the competitiveness of local MSMEs through participatory empowerment and digital transformation initiatives. The program was implemented using a participatory app...
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Transformation of Micro-Enterprise Marketing Strategies through Artificial Intelligence Training in Semarang City
Amin, F
; Wibisono, S
; Yarisma, F., W
; Ilham, R., M
; Fathurachman, C
; Hadikurniawati, W
; Cahyono, T., D
Community Service Journal: Adarma Acitya
Vol 1
, No 2
(2026)
This community service program aims to transform the marketing strategies of microenterprises through training on the utilization ofArtificial Intelligence (AI) in Semarang City. The program was designed using a capacity-building approach that emphasizes hands-on practice and structured mentoring, employing the Demonstration– Practice–Feedback–Revision (DPFR) model. The training materials covered the use of text-to-text AI for generating content ideas, captions, storytelling, and calls to action...
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Pelaksanaan GEMA (Gerakan Bersama Hapus Jentik & Edukasi 3M) dengan Pemberian Abate di Desa Sambung
Nyethrea Baby
; Yesita Ragil Kusuma Ningrum
; Dela Tri Mulyani
; Anandika Cahaya Putra Juliawan
; Silvia Sindi Mareta
; Revi Oktaviana
; Faradilla Putri Aulia
; Intan Lestari Widayanti
; Alfiyatunnadziroh
; Arkhanza Naufal Rosanto
Jurnal Suara Pengabdian 45
Vol 5
, No 1
(2026)
Lingkungan rumah yang memiliki tempat penampungan air tanpa pengelolaan yang baik berpotensi menjadi lokasi perkembangbiakan nyamuk vektor Demam Berdarah Dengue (DBD). Salah satu upaya pencegahan yang dapat dilakukan adalah pemberantasan sarang nyamuk (PSN) melalui penerapan perilaku 3M serta penggunaan larvasida abate pada wadah air yang sulit untuk dikuras. Kegiatan ini bertujuan untuk menggambarkan pelaksanaan Program GEMA (Gerakan Bersama Hapus Jentik) yang mengintegrasikan edukasi 3M dan pe...
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Assistance in Developing Herbal Teh Gurah Products to Enhance the Competitiveness of MSMEs in Wukirsari Village, Bantul
Rr. Hawik Ervina
; Shofif Sobaruddin Akbar
; Qristin Violinda
; Natasya Salsa Oktaviana
; Galuh Dwi Wahyu Ningsih
; Atiqah Farahidatul Aliya
Community Service Journal: Adarma Acitya
Vol 1
, No 2
(2026)
Wukirsari Village, located in Imogiri Sub-district, Bantul Regency, has significant potential in developing herbal products based on local wisdom, one of which is Teh Gurah. However, local micro, small, and medium enterprises (MSMEs) still face several challenges, including limited knowledge of product development, packaging, and effective marketing strategies. This community service program aims to enhance the competitiveness of Teh Gurah MSMEs through assistance in herbal product development....
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Beyond the Story: Evaluating Narrative Model Texts with SFL Transitivity and GBA for Teaching Writing in Secondary Education
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
This study evaluates the adequacy of the narrative model text “Sangkuriang” from a ninth-grade English textbook in supporting writing skill development under Indonesia’s Emancipated Curriculum. Narrative texts play a significant role in fostering students’ creativity, coherence, and communicative competence. Employing the Genre-Based Approach (GBA) and the Systemic Functional Linguistics (SFL) Transitivity framework, this qualitative study analyzes the text’s generic structure and linguistic fea...
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Enhancing Paragraph Completeness through MASS-MISS Technique in EFL Academic Writing Instruction
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
This research aims to investigate the impact of targeted instructional technique on students' paragraph writing abilities. The primary objective is to determine whether implementing Major Supporting Sentence (MASS) and Minor Supporting Sentence (MISS) techniques can significantly enhance the completeness of students' paragraph writing. The research employs a pre-experimental design, involving a one-group pre-test and post-test approach to assess the effectiveness of the treatment. Initially, stu...
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Pengaruh Intensitas Aset Tetap, Leverage dan Pertumbuhan Penjualan terhadap Tarif Pajak Efektif pada Perusahaan Sektor Energi di BEI Tahun 2022-2024
Profit: Jurnal Manajemen, Bisnis dan Akuntansi
Vol 5
, No 1
(2026)
The purpose of this study is to examine the effect of fixed asset intensity, leverage, and sales growth on the effective tax rate. This study employs a quantitative research method, utilizing secondary data obtained from the annual financial reports of companies listed on the Indonesia Stock Exchange. The population and sample for this study are the financial reports of energy sector companies on the Indonesia Stock Exchange for the 2022-2024 period. The sampling technique used was purposive sam...
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OPTIMIZATION OF TRICHODERMA GROWTH MEDIA FROM TANGKOS WASTE TO IMPROVE VEGETATIVE GROWTH AND CONTROL GANODERMA BONINENSE IN OIL PALM SEEDLINGS
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 10
, No 1
(2026)
This study evaluated the effectiveness of palm oil empty fruit bunch (EFB)-based growth media inoculated with Trichoderma spp. in enhancing vegetative growth of oil palm seedlings and suppressing Ganoderma boninense. A randomized block design was applied with five treatments: four doses of Trichoderma spp. (2 g, 4 g, 6 g, 8 g) and one untreated control, each repeated eight times. Observed parameters included plant height, stem diameter, leaf number, symptoms of Ganoderma attack, and disease inte...
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