Before revision:  Deploying Transformer models to mobile or edge devices with limited resources is challenging because of heavy computation  and memory overhead during inference  .
After revision:  Deploying Transformer models to mobile or edge devices with limited resources is challenging because of heavy computation and memory overhead during inference , especially when the target device is limited in computational resources such as mobile or edge devices .