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Evaluating Gemini And Gemma Language Models For Indonesian Text-To-Sql Tasks
Author

Galih Hermawan, S.Kom, M.T Dr. Ednawati Rainarli, S.Si., M.Si.

Abstrak
The Text-to-SQL project converts plain human language to SQL to make databases more accessible to everyone, but there are few Indonesian resources; this research provides an Indonesian Text-to-SQL benchmark and tests modern language models. We developed a benchmark of 60 queries across six complexity types on two databases (Sakila and a cooking Resep database) and tested four models - Gemini 2.5 Flash, Gemini 2.5 Flash Lite, Gemma-3-27B-IT, and the locally run Gemma-3n-E2B, with measures of execution success, row-match accuracy, speed (ms), and token usage. The model (Gemini 2.5 Flash) achieved 100% execution success and 95% row-match correctness, with an average response time of 4,707 ms. With a moderate accuracy drop to 75%, Flash Lite reduced the delay to 1,249 ms. With 5,684 ms, Gemma-3-27B-IT achieved 81.7-82% of its accuracy. With a latency of 159,818 ms, the CPU only Gemma-3n-E2B achieved 21.7-22% accuracy. Models hosted on the cloud are highly accurate at interactive delays, although small local models running on the CPU are not. We conclude that Gemini 2.5 Flash is the most reliable overall, while Flash Lite offers a practical speed-accuracy compromise. To support reproducibility and further research impact, we release the benchmark and evaluation pipeline and outline extensions (conversational contexts, retrieval-augmented prompting, quantization, and caching) to improve the viability of lightweight local deployments.
Nama Jurnal

Journal of Engineering Science and Technology
Volume 21 Nomor 2

URL

https://jestec.taylors.edu.my/Special%20Issue%20INCITEST%202025/INCITEST2025_02.pdf

DOI

-

The Effect Of Digital Islamic Financial Integration And Sharia Compliance On The Decision To Choose Travel Manarul Huda: The Role Of Consumer Trust
Author

Assoc. Prof. Dr. Sri Dewi Anggadini, S.E., M.Si., Ak., CA

Abstrak
This research aims to analyze the effect of perceived digital sharia finance integration and perceived compliance with sharia economic principles on the decision to use umrah travel services, with consumer trust as a mediating variable. Although digital transformation in umrah travel services is developing rapidly, research that simultaneously examines the role of digital sharia finance integration, compliance with sharia economic principles, and consumer trust in influencing service usage decisions remains limited. Therefore, this research is important to provide a more comprehensive understanding of the factors influencing consumer decisions in the sharia-based umrah travel industry. The research uses a quantitative approach with a survey method involving 150 pilgrims of Manarul Huda Travel, selected using a probability sampling technique with a random sampling approach. Data analysis was carried out using path analysis to test the direct and indirect effects among variables. The results show that perceived digital sharia finance integration and perceived compliance with sharia economic principles have a positive and significant effect on the decision to use umrah travel services, both directly and through consumer trust as a mediating variable. This finding confirms that strengthening the digital sharia financial service ecosystem, supported by consistent application of sharia economic principles, can increase consumer trust and encourage the decision to use the service. This research provides practical implications for umrah travel managers to strengthen a digital sharia financial service system that is transparent, secure, and in accordance with sharia principles as a strategy to increase trust and company competitiveness.
Nama Jurnal

SosioEdukasi
Volume 15 Nomor 3

URL

https://ejournal.unibabwi.ac.id/index.php/sosioedukasi/article/view/8961

DOI

https://doi.org/10.36526/sosioedukasi.v15i3.8961

The Effect Of Digital Islamic Financial Integration And Sharia Compliance On The Decision To Choose Travel Manarul Huda: The Role Of Consumer Trust
Author

Assoc. Prof. Dr. Sri Dewi Anggadini, S.E., M.Si., Ak., CA

Abstrak
This research aims to analyze the effect of perceived digital sharia finance integration and perceived compliance with sharia economic principles on the decision to use umrah travel services, with consumer trust as a mediating variable. Although digital transformation in umrah travel services is developing rapidly, research that simultaneously examines the role of digital sharia finance integration, compliance with sharia economic principles, and consumer trust in influencing service usage decisions remains limited. Therefore, this research is important to provide a more comprehensive understanding of the factors influencing consumer decisions in the sharia-based umrah travel industry. The research uses a quantitative approach with a survey method involving 150 pilgrims of Manarul Huda Travel, selected using a probability sampling technique with a random sampling approach. Data analysis was carried out using path analysis to test the direct and indirect effects among variables. The results show that perceived digital sharia finance integration and perceived compliance with sharia economic principles have a positive and significant effect on the decision to use umrah travel services, both directly and through consumer trust as a mediating variable. This finding confirms that strengthening the digital sharia financial service ecosystem, supported by consistent application of sharia economic principles, can increase consumer trust and encourage the decision to use the service. This research provides practical implications for umrah travel managers to strengthen a digital sharia financial service system that is transparent, secure, and in accordance with sharia principles as a strategy to increase trust and company competitiveness.
Nama Jurnal

SosioEdukasi
Volume 15 Nomor 3

URL

https://ejournal.unibabwi.ac.id/index.php/sosioedukasi/article/view/8961

DOI

https://doi.org/10.36526/sosioedukasi.v15i3.8961