Utilize Transformers for translating Wikipedia category names
Ta, Hoang-Thang, La, Quoc Thang
–arXiv.org Artificial Intelligence
On Wikipedia, articles are categorized to aid readers in navigating content efficiently. The manual creation of new categories can be laborious and time-intensive. To tackle this issue, we built language models to translate Wikipedia categories from English to Vietnamese with a dataset containing 15,000 English-Vietnamese category pairs. Subsequently, small to medium-scale Transformer pre-trained models with a sequence-to-sequence architecture were fine-tuned for category translation. The experiments revealed that OPUS-MT-en-vi surpassed other models, attaining the highest performance with a BLEU score of 0.73, despite its smaller model storage. We expect our paper to be an alternative solution for translation tasks with limited computer resources.
arXiv.org Artificial Intelligence
Aug-12-2024
- Country:
- Asia
- Russia (0.05)
- Sri Lanka (0.04)
- Vietnam > Lâm Đồng Province
- Đà Lạt (0.05)
- Europe
- Norway > Eastern Norway
- Oslo (0.05)
- Russia (0.05)
- Norway > Eastern Norway
- North America > United States (0.04)
- Asia
- Genre:
- Research Report (1.00)
- Technology: