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

Wenshuai Huo, Xiaocheng Feng, Yichong Huang +9

Large language models (LLMs) have demonstrated significant progress in multilingual language understanding and generation. However, due to the imbalance in training data, their cap…