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Vol. 6 No. 1 (2026): Special Issue on Large Language Model (LLM) POLYCC League

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Special Issue on Large Language Model (LLM) POLYCC League 2025

Published: 04.06.2026

Articles Review

Introduction to the Special Issue: POLYCC LLM League 2025

Akashah Arshad, Muhammad Syamil Rozmi, Zaidi Othman, Mohd Najib Hamdan, Mazlaine Husain, Nur Zatil Iman Abu Bakar, Nadirah Abd Aziz (Author)

1-4
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Articles

Optimizing Contextual Chatbots via Synthetic Data Fine-Tuning and Selective Grid Search: Explorations from an LLM Competition

Mohd Suhairi Md Suhaimin, Norsuzila Shafie, Wan Siti Rodziah Mohd Nasir (Author)

5-12
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Result Analysis of Low-Rank Adaptation Hyperparameters for PolyCC LLM League on AWS SageMaker

Muhammad Adib M Salim, Noor Hayati Basan, Chi Zhen Lim (Author)

13-17
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Conceptualization-Augmented Technical Problem Solving in TVET Education Using Fine-Tuned LLM and Polytechnic and Community Colleges Digital Dataset

Suryani Ilias, Guan Chengg Wong, Muhammad Syahmi Akmal Zuklipli, Ihsan Yassin (Author)

18-26
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Hyperparameter Optimization for LoRA-Based Fine-Tuning in Domain-Specific Large Language Models: A Case Study of POLYCC LLM League 2025

Mohd Firdauz Norhadi, Mazlina Abdul Majid, Syaifulradzman Shaifuddin (Author)

27-30
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Systematic Hyperparameter Optimization of LoRA-Based Fine-Tuning in a Large Language Model Competition

Aishah Saim, Badariah Abdollah, Norisza Dalila Ismail (Author)

31-37
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A Contextual Chatbot for Polytechnic Education Using Synthetic Data Generation and LoRA Fine-Tuning

Azhar Abd Hamid, Siti Nurul Hazwani (Author)

38-42
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Developing a Synthetic Data Generation Framework with Structured Question Patterns for Fine-Tuning Domain-Specific LLMs: A Case Study on POLYCC LLM League 2025

Norazuwa Salehudin, Norwahida Saamri, Beny Yusmar (Author)

43-48
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Optimizing a Contextual Chatbot for the POLYCC: A Competition-Based LLM Fine-Tuning Experience

Siti Zaleha Ibrahim, Norsuzila Shafie, Wan Siti Rodziah Mohd Nasir (Author)

49-52
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The Hidden Cost of Fine-Tuning: Trade-offs Between Training Time, Win Rate, and Model Generalization

Mohd Firdauz Norhadi, Syaifulradzman Shaifuddin, Mohd Khair Asah (Author)

53-56
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Optimizing Artificial Intelligence Chatbots: A Study on the Overfitting Pitfalls in Fine-Tuning Large Language Models for Specialized Tasks

Mohd Firdauz Norhadi, Mazlina Abdul Majid, Syaifulradzman Shaifuddin (Author)

57-61
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Empirical Optimization of Meta-Llama-3.2-3B for the Malaysian TVET Ecosystem: A Case Study in Sovereign AI Specialization

Norazuwa Salehudin, Norwahida Saamri, Beny Yusmar (Author)

62-67
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