Are we really making much progress? Revisiting, benchmarking, and refining heterogeneous graph neural networks

Benchmark Model Rank Results
heterogeneous-node-classification-on-acmSimple-HGN#3Macro-F1: 93.42Micro-F1: 93.35
heterogeneous-node-classification-on-dblp-2Simple-HGN#4Macro-F1: 94.01Micro-F1: 94.46
heterogeneous-node-classification-on-freebaseSimple-HGN#4Macro-F1: 47.72Micro-F1: 66.29
heterogeneous-node-classification-on-imdbSimple-HGN#3Macro-F1: 63.53Micro-F1: 67.36