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Author

Muhammad Munsarif

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#large language models Open access Aug 2026

Transformer-Based Support for Content-Validity Pre-Screening in Educational Materials

Content validity assessment is essential for determining whether educational materials adequately represent intended learning outcomes. However, conventional assessment procedures require substantial expert time and may produce inconsistent decisions across large item collections. This study develops a transformer-base...

Safuan Safuan, Dhendra Marutho, A. Ilham et al. · 0 citations
Jul 2026

Accuracy–Efficiency Analysis of Optimizer Variants and Convolutional Parameter Configurations for Handwritten Digit Recognition

The results show that peak accuracy and practical efficiency lead to different conclusions, and suggest that lightweight CNN design for handwritten digit recognition should be evaluated through accuracy-time trade-offs, not only through maximum accuracy.

Muhammad Munsarif, Richmond Ampah-Mensah · 0 citations

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