Enhancing Non-English Capabilities of English-Centric Large Language Models Through Deep Supervision Fine-Tuning

Wenshuai Huo, Xiaocheng Feng, Yichong Huang, Chengpeng Fu, Baohang Li, Yangfan Ye, Zhirui Zhang, Dandan Tu, Duyu Tang, Yunfei Lu, Hui Wang, Bing Qin

AAAI 2025 pp. 24185-24193

doi:10.1609/AAAI.V39I23.34594 /aaai/2025/huo2025aaai-enhancing/

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Cite

Text

Huo et al. "Enhancing Non-English Capabilities of English-Centric Large Language Models Through Deep Supervision Fine-Tuning." AAAI Conference on Artificial Intelligence, 2025. doi:10.1609/AAAI.V39I23.34594

Markdown

[Huo et al. "Enhancing Non-English Capabilities of English-Centric Large Language Models Through Deep Supervision Fine-Tuning." AAAI Conference on Artificial Intelligence, 2025.](https://mlanthology.org/aaai/2025/huo2025aaai-enhancing/) doi:10.1609/AAAI.V39I23.34594

BibTeX

@inproceedings{huo2025aaai-enhancing,
  title     = {{Enhancing Non-English Capabilities of English-Centric Large Language Models Through Deep Supervision Fine-Tuning}},
  author    = {Huo, Wenshuai and Feng, Xiaocheng and Huang, Yichong and Fu, Chengpeng and Li, Baohang and Ye, Yangfan and Zhang, Zhirui and Tu, Dandan and Tang, Duyu and Lu, Yunfei and Wang, Hui and Qin, Bing},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year      = {2025},
  pages     = {24185-24193},
  doi       = {10.1609/AAAI.V39I23.34594},
  url       = {https://mlanthology.org/aaai/2025/huo2025aaai-enhancing/}
}