These methods use a graph state long short-term memory (LSTM) network, gated graph neural network (GGNN), or graph convolution network (GCN) to encode AMR graphs directly, and they can explicitly utilize the information provided by the graph structure.
these graph encoders still cannot significantly outperform sequence encoders.