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 load and memory overhead during inference .