Before revision:  LightCAKE  uses an iterative aggregation strategy to integrate the context information in multi-hop into the entity/relation embeddings , also explicitly models the graph context without introducing extra trainable parameters other than embeddings. Moreover , extensive experiments on public benchmarks demonstrate the efficiency and effectiveness of our framework.
After revision:  LightCAKE uses an iterative aggregation strategy to integrate the context information in multi-hop into the entity/relation embeddings . As a generic framework, it can be used with many simple KGE models to achieve excellent results. Finally , extensive experiments on public benchmarks demonstrate the efficiency and effectiveness of our framework.