Abstract: This paper presents an innovative approach to Knowledge Graph (KG) reasoning that integrates and Large Language Models (LLMs) into dynamically pruned message-passing networks. Conventional ...

When faced with something new, human beings instinctively reach for comparisons. A child learning about atoms might hear that electrons orbit the nucleus “like planets orbit the sun.” An entrepreneur ...

Abstract: Temporal Knowledge Graph Question Answering (TKGQA) aims to address problems with temporal constraints using a Temporal Knowledge Graph (TKG). Existing models often overlook the structural ...