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Khoa học & công nghệ

A Systematic Comparison of Cost-Sensitive Methods for Long-Tail Intent Classification in Indonesian Government Complaint Routing

08/08/2026 · Thành viên: PGS.TS Chu Kỳ Sơn · Nguồn: OpenAlex

E-government complaint routing systems face extreme class imbalance under which standard transformer fine-tuning leaves most minority agencies without correct routings. This study compares two cost...

<p><strong>Tác giả:</strong> Dewi Agustini Santoso, Heni Indrayani, Karis Widyatmoko, Farrikh Alzami, Iswahyudi Iswahyudi</p>

<p>E-government complaint routing systems face extreme class imbalance under which standard transformer fine-tuning leaves most minority agencies without correct routings. This study compares two cost-sensitive loss modification methods, inverse-frequency class weighting and focal loss, for long-tail intent classification in Indonesian government complaint routing. The dataset comprises 56,068 Indonesian-Javanese-English code-mixed complaints across 86 government agencies with an imbalance ratio...</p>

<p>📄 DOI: <a href="https://doi.org/https://doi.org/10.19139/soic-2310-5070-4091" target="_blank" rel="noopener">https://doi.org/10.19139/soic-2310-5070-4091</a></p>

<p>📖 <a href="https://doi.org/https://doi.org/10.19139/soic-2310-5070-4091" target="_blank" rel="noopener">Xem bài báo đầy đủ</a></p>

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