Before revision:  Therefore, we require systems that can accurately rate AMR quality in the absence of costly gold data . To achieve this , we transfer the AMR graph to the domain of images.
After revision:  Therefore, we require systems that can accurately rate AMR quality in the absence of costly gold data , allowing us to inform downstream systems about an incorporated parse's trustworthiness or select among different candidate parses. In this work, we propose to transfer the AMR graph to the domain of images.