Nature Communications, Published online: 10 June 2026; doi:10.1038/s41467-026-74120-x This study introduces MMKD-CLIP, a generalist biomedical vision-language model trained with multi-teacher knowledge distillation to improve performance across heterogeneous medical imaging modalities and tasks.