Contrastive Edit-Preservation Reward

An image editing reward mechanism based on contrastive learning. It decomposes scoring into several independent rubric checks, such as edit realization, removal of the previous state, and content preservation. The reward signal is constructed by pulling positive samples closer and pushing negative samples apart in representation space.