Original:  Besides , most of the existing multimodal models are pre-trained for understanding task, which leads to a pretrain-finetune discrepency for generation tasks.
Revised:  Besides , most of the existing multimodal models are pre-trained for understanding tasks, leading to a pretrain-finetune discrepency for generation tasks.
Edit intent: fluency