Phat Huu Ha, Nguyen Xuan Phuc, Nong Nhut Quy, Trinh Tran Tran, Nguyen Minh Triet, Dang Van Thin · 2026 · arXiv
DOI: 10.48550/arXiv.2610.31422 · open-access PDF
O estudo avalia quatro modelos de decisão especializados em 13 configurações de classificação que abrangem seis grupos de tarefas, examinando o desempenho de zero-shot, a sensibilidade à linguagem de descrição de rótulos e a robustez às variações linguísticas vietnamitas.A avaliação considera descrições de rótulos em inglês, vietnamita e bilíngüe, juntamente com perturbações linguísticas comuns envolvendo código te, erros tipográficos e remoção diacrítica.
Machine translation (Meta M2M100); the English original follows.
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, alongside common linguistic perturbations involving teencode, typographical errors, and diacritic removal. U
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