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Khoa học & công nghệ

How Well Do Decision Models Transfer to Vietnamese? An Empirical Study of Text Classification

22/10/2026 · Thành viên: TS. Mai Phú Sơn · Nguồn: OpenAlex

Recent advances in specialized decision models have expanded the possibilities for zero-shot classification, yet their effectiveness on Vietnamese remains underexplored. This study evaluates four s...

<p><strong>Tác giả:</strong> Phat Huu Ha, N.X. Phuc, Nong Nhut Quy, Trinh Tran Tran, Nguyen Minh Triet, Dang Van Thin</p>

<p>Recent advances in specialized decision models have expanded the possibilities for zero-shot classification, yet their effectiveness on Vietnamese remains underexplored. This study evaluates four specialized decision models across 13 classification settings spanning six task groups, examining zero-shot performance, sensitivity to label-description language, and robustness to Vietnamese linguistic variations. The evaluation considers English, Vietnamese, and bilingual label descriptions, along...</p>

<p>📄 DOI: <a href="https://doi.org/https://doi.org/10.48550/arxiv.2610.31422" target="_blank" rel="noopener">https://doi.org/10.48550/arxiv.2610.31422</a></p>

<p>📖 <a href="https://doi.org/https://doi.org/10.48550/arxiv.2610.31422" target="_blank" rel="noopener">Xem bài báo đầy đủ</a></p>

Bài viết được biên soạn lại bởi LIFVietnam. Nguồn tham khảo: OpenAlex