Node Classification on ogbn-products v1 (test)
81.11AccuracyE2EG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| E2EGText Encoder=BERT2022.08 | 81.11 | — | |
| E2EGText Encoder=DistilBERT2022.08 | 80.98 | — | |
| E2EGText Encoder=Distil-SentenceBERT2022.08 | 80.88 | — | |
| GIANT+MLPText Encoder=BERT2022.08 | 80.49 | — | |
| X_GLEM-deepType=MLP2022.10 | 80.04 | -11.81 | |
| X_LM-FtType=MLP2022.10 | 79.93 | -11.86 | |
| X_GLEM-deepType=GNN2022.10 | 79.81 | -13.41 | |
| GLEM-deepType=LM2022.10 | 79.69 | -12.12 | |
| Fine-tuneType=LM2022.10 | 79.63 | -12.19 | |
| GLEM-lightType=LM2022.10 | 79.53 | -12.37 | |
| GIANT+MLPText Encoder=DistilBERT2022.08 | 79.49 | — | |
| GIANT+MLPText Encoder=Distil-SentenceBERT2022.08 | 79.46 | — | |
| X_GLEM-lightType=MLP2022.10 | 79.38 | -12.58 | |
| X_GLEM-lightType=GNN2022.10 | 78.75 | -14.2 | |
| E2EGEvaluation Setting=inductive2022.08 | 78.57 | — | |
| GraphSAGEGraph Topology Features=graph-agnostic embedded text2022.08 | 78.5 | — | |
| GIANT+MLPEvaluation Setting=inductive2022.08 | 77.52 | — | |
| BERT text classifierDescription=Pure text classifier2022.08 | 76.04 | — | |
| GGDEpochs=1, Memory=4,391MB, Time per epoch=12m46s, Total training time=12m46s2022.06 | 75.7 | — | |
| Supervised GCN2022.06 | 75.6 | — | |
| GBTEpochs=100, Memory=20,419MB, Time per epoch=48m38s, Total training time=4,863m20s2022.06 | 70.5 | — | |
| Node2vec2022.06 | 68.8 | — | |
| BGRLEpochs=100, Memory=29,303MB, Time per epoch=53m16s, Total training time=5,326m40s2022.06 | 64 | — | |
| MLP2022.06 | 61.1 | — | |
| X_OGBType=MLP2022.10 | 61.06 | -14.48 | |
| X_OGB-lightType=GNN2022.10 | 51.23 | -39.31 | |
| GraphSAGEGraph Topology Features=node degree2022.08 | 39 | — | |
| X_OGB-deepType=GNN2022.10 | 32.71 | -59.14 |