# Node Classification on pokec 50/25/25 (test) Source: [Node Classification on pokec 50/25/25 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:02.872Z Evaluation of Node Classification performance on the test split of the pokec 50/25/25 dataset, typically measured by Accuracy. 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) | pokec 50/25/25 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LINKX | 82.04 | Not recorded | 68fa6b181e209131cea2c1a5 | | C&S | 81.69 | Not recorded | 68fa6b181e209131cea2c1a5 | | MixHop | 81.07 | Not recorded | 68fa6b181e209131cea2c1a5 | | LINK | 80.54 | Not recorded | 68fa6b181e209131cea2c1a5 | | GCNII | 78.94 | Not recorded | 68fa6b181e209131cea2c1a5 | | GPR-GNN | 78.83 | Not recorded | 68fa6b181e209131cea2c1a5 | | GCNJK | 77 | Not recorded | 68fa6b181e209131cea2c1a5 | | Label Propagation | 76.76 | Not recorded | 68fa6b181e209131cea2c1a5 | | GCN | 75.45 | Not recorded | 68fa6b181e209131cea2c1a5 | | GAT | 71.77 | Not recorded | 68fa6b181e209131cea2c1a5 | | GATJK | 71.19 | Not recorded | 68fa6b181e209131cea2c1a5 | | SGC | 62.81 | Not recorded | 68fa6b181e209131cea2c1a5 | | APPNP | 62.58 | Not recorded | 68fa6b181e209131cea2c1a5 | | MLP | 62.37 | Not recorded | 68fa6b181e209131cea2c1a5 | | C&S | 62.35 | Not recorded | 68fa6b181e209131cea2c1a5 | | SGC | 53.61 | Not recorded | 68fa6b181e209131cea2c1a5 | | Label Propagation | 53.09 | Not recorded | 68fa6b181e209131cea2c1a5 | ### LINKX Accuracy: 82.04. Result ID: 698e5977ffc3901de09cd733. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C&S Accuracy: 81.69. Result ID: 698e5977ffc3901de09cd72a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"hops":2}. This record does not assert independent reproduction. ### MixHop Accuracy: 81.07. Result ID: 698e5977ffc3901de09cd730. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LINK Accuracy: 80.54. Result ID: 698e5977ffc3901de09cd726. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCNII Accuracy: 78.94. Result ID: 698e5977ffc3901de09cd732. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPR-GNN Accuracy: 78.83. Result ID: 698e5977ffc3901de09cd731. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCNJK Accuracy: 77. Result ID: 698e5977ffc3901de09cd72d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Label Propagation Accuracy: 76.76. Result ID: 698e5977ffc3901de09cd725. [Reporting paper]() Recorded evaluation configuration: {"hops":2}. This record does not assert independent reproduction. ### GCN Accuracy: 75.45. Result ID: 698e5977ffc3901de09cd72b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Accuracy: 71.77. Result ID: 698e5977ffc3901de09cd72c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GATJK Accuracy: 71.19. Result ID: 698e5977ffc3901de09cd72e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SGC Accuracy: 62.81. Result ID: 698e5977ffc3901de09cd728. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"hops":2}. This record does not assert independent reproduction. ### APPNP Accuracy: 62.58. Result ID: 698e5977ffc3901de09cd72f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Accuracy: 62.37. Result ID: 698e5977ffc3901de09cd723. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C&S Accuracy: 62.35. Result ID: 698e5977ffc3901de09cd729. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"hops":1}. This record does not assert independent reproduction. ### SGC Accuracy: 53.61. Result ID: 698e5977ffc3901de09cd727. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"hops":1}. This record does not assert independent reproduction. ### Label Propagation Accuracy: 53.09. Result ID: 698e5977ffc3901de09cd724. [Reporting paper]() Recorded evaluation configuration: {"hops":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.