Fine-tuning medical language models for enhanced long-contextual understanding and domain expertise

The composition and quantity of data for model fine-tuning actually affect the model's ability to understand context in downstream tasks. The balance between the model's expertise and context understanding depends on the rationality of the fine-tuning data.