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.
After revision:  LightCAKE uses an iterative aggregation strategy to integrate the context information into the entity/relation embeddings , also explicitly models the graph context without introducing extra trainable parameters other than embeddings.