Visual Generation Supervision Improves Multimodal Model Knowledge Transfer

Knowledge Transfer Probing (KTP) demonstrates that training unified multimodal models on image generation can expand their text-only knowledge. The study introduces Textual Alignment and Interleaved Image-Text Alignment to connect generative capabilities with question-answering accuracy.