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Journal : Bulletin of Computer Science Research

Question Answering System Zakat dengan Metode Long Short-Term Memory (LSTM) Tanuwijaya, Moch Apip; Jumadi; Eva Nurlatifah
Bulletin of Computer Science Research Vol. 5 No. 5 (2025): August 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bulletincsr.v5i5.728

Abstract

Zakat is a fundamental pillar of Islamic finance that serves as a mechanism for wealth redistribution. However, there is currently no Indonesian-language Question Answering System (QAS) capable of automatically and contextually responding to zakat-related queries. This study aims to develop a zakat-focused QAS using a Long Short-Term Memory (LSTM) model integrated into the Telegram platform. The dataset was compiled from the official BAZNAS zakat guidebook and processed through tokenization, padding, and label encoding. The model architecture consists of an embedding layer, two stacked LSTM layers (with return sequences, dropout, and recurrent dropout), followed by two dense layers (200 and 100 units) with additional dropout layers before the softmax output. The model was trained using the Adam optimizer (learning rate 0.003), a batch size of 24, and 100 epochs. Evaluation was conducted using a confusion matrix, resulting in a validation accuracy of 93%, with a precision of 0.94, recall of 0.93, and F1-score of 0.92 (weighted average). The system was deployed via the Telegram Bot API and demonstrated response times under two seconds, with stable performance across hundreds of question labels. This work contributes to the advancement of digital zakat education and presents a scalable solution that can be further extended within the ecosystem of Islamic Finance Technology and Digital Religious Education.
Co-Authors Abdul Gani Abdul Latief Arung Arafah Abdul Walid Abidaturrosyidah Abidin Nor Abubakar Adhifa, Muhammad Nugroho Hariadi Nur Adilla Destiani Afin Dwi Catur Prasetyo Agus Anggoro Sigit Agustang, Andi Ahsani Taqwiem Ahsani Taqwiem Aji, Arif Pramana Aldila, Febri Tia Alfita , Fadtma Alif Noor Anna Alif Noor, Anna Ambo Tang Amelia, Amanda Amiruddin, Eky Endriana Andi Fitriani Djollong Andi Intan Cahyani Andi Kasmawati Andi Muhammad Yahya Andi Yaumil Bay R Thaifur Andi Yaumil Bay R. Thaifur Andri N.R. Mardiah angga, Danu Anggraita Febriana Putri Antolongo, Taufik Aprianti Arbani, Tri Suhendra Ariani Arini, Maya Intan Arnita Vitasari Ascasaputra Aditya Ashiva, Devitri Salsa Atika Atika Avita, Dwi Ayu Anindya Sekarndari Azis, Waode Azfari Azzam, Ahmad Baduka, Masykur Bana Handaga Cecep Nurul Alam, Cecep Nurul Dai, Muhammad Darmadi , I Wayan Darsikin Daus, Muhammad Ridho Firdaus dessy dwitalia sari Dewi Alfianti Dewi Novita Sari Dewi, Meilani Rohmelia Dwi Astuti Dwi Wahyu Candra Dewi Dwi Wahyu Chandra Dewi Elina Hartono Eliza Abelia Elva Riyani Emira Naisya Imani Eriyanti, Ira Lelita Erma Marhamah Eva Nurlatifah Fahmi Suweleh Faradina Fatwa, Islami Febri Tia Aldila Firdaus W Suhaeb Fitriana, Arina Fitriani Guna Darman Gunawan Ariyanto Hafid, Bahar Hanifa Aisyah Hasan, Lufti Faurusal Hasbi Helen Cynthia Aprilia Herti Prastitasari Heru Kuswanto hidayatullah Al Islami Huda, Nurul Huda Hulub, Delisman Jaya Husni Mubarak I Nyoman Adi Putra Ihwan Arifuddin Ikrimah, Ikrimah Juanda Kaharuddin Kalila Shahwa Noor Rahman Kamaruddin, Syamsu A Kamaruddin, Syamsu A. Khairunnisa, Yosi Kuncoro Asih Nugroho Laifa Rahmawati Larasatun Luthfi Umamul Husna M. Nasor Mariene Wiwin Dolang Martoyo Maulida Habibah Maulidini Fatimah Azahra Melinda Fitria Moh. Fatah Yasin Muh. Subhan Muhamad Ma'ruf Muhamad Subhan Muhammad Al Husaini Muhammad Fikri Arosad Muhammad Hadi Irawan Muhammad Muzakki Muhammad Syukur Muhammad Syukur Muhammad Yamin Muhsinah Annisa Munajat Tri Nugroho Musa, Pabali Natadiwijaya, Ismail Fikri Naufal Sauqi Ndoa, Yohana Atwina Aspiranti Ngalimun Nia Amelia Ningrum, Dwi Indah Pangesti Cahya Ni’ma Meilani Noor Cahaya Noor Dharyna Noor Mairin Isnani Novita, Ria Riski Nur Aeni Nur Azhari Chandra Nur, Syahban Nurdiyanti Nurgiyatna Nurjannah, St. Nurmarwaa, Syarifa Nurul Hidayati Murtafiah Oktavia Permita Sari Patahuddin Pebrianti, Marisa Pratiwi, Medina Sophia Puri, Putri Rose Amanda PURWASIH, DESY Puspitaningnalac, Diva Rifdah Rizkia raihanah sari Ramlah Rasfanjani, Fawzi Ali Akbar RATNA PURWANTI Ratnaningtyas, Endah Marendah Rauda Homba Homba Retno Septiana Ria Rochmi Safitri Riswana Riza Andriani Rosiningtias, Wiwin Ruddah, Syamsuni Haji rudiyanto Rusdiono Rusma Noortyani Sabar Nurohman Sabhan Safana, Mega Sainul Hermawan Salsabila Amalia Santhyami Sapiah Sema Setiawan, Munazir Dzuana Siraj Sirajuddin Kamal Siti Maryam Ulfa Siti Patimah Sofiana Solly Aryza Sri Darnoto Sukma, Aja Nadia Sumappa, Suardi SUNARNO Syaifuddin Syaifuddin Syamsu Rijal Syaukani, Mohammad Hafizh Tang, Ambo Tanuwijaya, Moch Apip Tarmizi Tahir Taufiq Tri Septiani tri wahyuni Ulfa, Siti Maryam Ummi Kalsum Ummie Salamah Utami, Rifka Aulia Wa Ode Nadziyran Urufia Wa Ode Nadzyran Wahdatun Nikmah Wahira WAHYUDI Wahyudin Waldi Wardhani Wiwik Handayani Y. Kristanto Yanarti Yogi Prihandoko6 Yusman Wiyatmo Zainuddin, Fathul Muin Zulfaria, Hanna Zulkarnaen Ali Siddik