# Node Classification on ogbn-products (Micro-F1, Macro-F1) Source: [Node Classification on ogbn-products (Micro-F1, Macro-F1)]() Collection index: [llms.txt]() Data updated: 2026-03-10T11:58:52.347Z Evaluation of Node Classification performance on the ogbn-products graph dataset, focusing on Micro-F1 and Macro-F1 scores. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Node Classification | | Dataset (including any stated split) | ogbn-products | | Metric | Micro F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Micro F1 Score](): Higher is better; unit: PERCENT. - [Macro F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Micro F1 Score | Result date | Report paper | | --- | --- | --- | --- | | ScaleGNN | 81.82 | Not recorded | 68fa7b7f1e209131cea88ae0 | | TOP | 80.93 | Not recorded | 68fa7b7f1e209131cea88ae0 | | RpHGNN | 80.89 | Not recorded | 68fa7b7f1e209131cea88ae0 | | GAMLP | 80.34 | Not recorded | 68fa7b7f1e209131cea88ae0 | | ScaleGNNb | 79.75 | Not recorded | 68fa7b7f1e209131cea88ae0 | | SeHGNN | 79.68 | Not recorded | 68fa7b7f1e209131cea88ae0 | | SIGN | 78.21 | Not recorded | 68fa7b7f1e209131cea88ae0 | | NARS | 78.08 | Not recorded | 68fa7b7f1e209131cea88ae0 | | LazyGNN | 77.6 | Not recorded | 68fa7b7f1e209131cea88ae0 | | GRAND+ | 77.52 | Not recorded | 68fa7b7f1e209131cea88ae0 | | GBP | 77.27 | Not recorded | 68fa7b7f1e209131cea88ae0 | | S2GC | 77.09 | Not recorded | 68fa7b7f1e209131cea88ae0 | | Cluster-GCN | 71.59 | Not recorded | 68fa7b7f1e209131cea88ae0 | | RGCN | 48.94 | Not recorded | 68fa7b7f1e209131cea88ae0 | ### ScaleGNN Micro F1 Score: 81.82. Result ID: 69b0076b6dbb7075b959a85f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Ours"}. This record does not assert independent reproduction. ### TOP Micro F1 Score: 80.93. Result ID: 69b0076b6dbb7075b959a85d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Scal. GNN"}. This record does not assert independent reproduction. ### RpHGNN Micro F1 Score: 80.89. Result ID: 69b0076b6dbb7075b959a85c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Scal. GNN"}. This record does not assert independent reproduction. ### GAMLP Micro F1 Score: 80.34. Result ID: 69b0076b6dbb7075b959a857. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep GNN"}. This record does not assert independent reproduction. ### ScaleGNNb Micro F1 Score: 79.75. Result ID: 69b0076b6dbb7075b959a85e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Ours"}. This record does not assert independent reproduction. ### SeHGNN Micro F1 Score: 79.68. Result ID: 69b0076b6dbb7075b959a85b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Scal. GNN"}. This record does not assert independent reproduction. ### SIGN Micro F1 Score: 78.21. Result ID: 69b0076b6dbb7075b959a854. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep GNN"}. This record does not assert independent reproduction. ### NARS Micro F1 Score: 78.08. Result ID: 69b0076b6dbb7075b959a85a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Scal. GNN"}. This record does not assert independent reproduction. ### LazyGNN Micro F1 Score: 77.6. Result ID: 69b0076b6dbb7075b959a859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Deep GNN"}. This record does not assert independent reproduction. ### GRAND+ Micro F1 Score: 77.52. Result ID: 69b0076b6dbb7075b959a858. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep GNN"}. This record does not assert independent reproduction. ### GBP Micro F1 Score: 77.27. Result ID: 69b0076b6dbb7075b959a856. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Deep GNN"}. This record does not assert independent reproduction. ### S2GC Micro F1 Score: 77.09. Result ID: 69b0076b6dbb7075b959a855. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep GNN"}. This record does not assert independent reproduction. ### Cluster-GCN Micro F1 Score: 71.59. Result ID: 69b0076b6dbb7075b959a853. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Trad. GNN"}. This record does not assert independent reproduction. ### RGCN Micro F1 Score: 48.94. Result ID: 69b0076b6dbb7075b959a852. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Trad. GNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.