Panfeng Zhang

SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation

Temporal knowledge graph (TKG) extrapolation aims to predict future facts by modeling the dynamic evolution of historical facts within TKGs. Existing methods often neglect the complex semantic relationships between relations when modeling their dynamic evolution, leading to incomplete relation repre