Do We Really Need GNNs with Explicit Structural Modeling? MLPs Suffice for Language Model Representations

Li Zhou, Hao Jiang, Junjie Li +4

Explicit structural information has been proven to be encoded by Graph Neural Networks (GNNs), serving as auxiliary knowledge to enhance model capabilities and improve performance…