# Link prediction on WikiCS (accuracy) Source: [Link prediction on WikiCS (accuracy)]() Collection index: [llms.txt]() Data updated: 2026-06-19T08:36:55.039Z Evaluation of Link Prediction performance on the WikiCS dataset, measured using 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 | Link prediction | | Dataset (including any stated split) | WikiCS | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | BES | 92.27 | Not recorded | 6a34cd1a206542251d7c5f55 | | H2GCN | 92.04 | Not recorded | 6a34cd1a206542251d7c5f55 | | SGC | 92 | Not recorded | 6a34cd1a206542251d7c5f55 | | GCN | 91.89 | Not recorded | 6a34cd1a206542251d7c5f55 | | SSGC | 91.55 | Not recorded | 6a34cd1a206542251d7c5f55 | | SGNN | 91.01 | Not recorded | 6a34cd1a206542251d7c5f55 | | GAT | 90.87 | Not recorded | 6a34cd1a206542251d7c5f55 | | Cheb | 90.85 | Not recorded | 6a34cd1a206542251d7c5f55 | | GraphSAGE | 90.15 | Not recorded | 6a34cd1a206542251d7c5f55 | | GATv2 | 90.12 | Not recorded | 6a34cd1a206542251d7c5f55 | | IGCL | 89.81 | Not recorded | 6a34cd1a206542251d7c5f55 | | NodeImport-GCN | 89.56 | Not recorded | 6a34cd1a206542251d7c5f55 | | NodeImport-GAT | 89.43 | Not recorded | 6a34cd1a206542251d7c5f55 | | MPNN-GCN | 89.05 | Not recorded | 6a34cd1a206542251d7c5f55 | | NodeImport-SAGE | 86.41 | Not recorded | 6a34cd1a206542251d7c5f55 | | MPNN-GAT | 85.87 | Not recorded | 6a34cd1a206542251d7c5f55 | | MPNN-SAGE | 84.73 | Not recorded | 6a34cd1a206542251d7c5f55 | | GraphECL | 51.99 | Not recorded | 6a34cd1a206542251d7c5f55 | ### BES Accuracy: 92.27. Result ID: 6a34ff9dfbc373592c326d41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### H2GCN Accuracy: 92.04. Result ID: 6a34ff9dfbc373592c326d37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SGC Accuracy: 92. Result ID: 6a34ff9dfbc373592c326d33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Accuracy: 91.89. Result ID: 6a34ff9dfbc373592c326d30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSGC Accuracy: 91.55. Result ID: 6a34ff9dfbc373592c326d34. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SGNN Accuracy: 91.01. Result ID: 6a34ff9dfbc373592c326d38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Accuracy: 90.87. Result ID: 6a34ff9dfbc373592c326d32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cheb Accuracy: 90.85. Result ID: 6a34ff9dfbc373592c326d31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphSAGE Accuracy: 90.15. Result ID: 6a34ff9dfbc373592c326d35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GATv2 Accuracy: 90.12. Result ID: 6a34ff9dfbc373592c326d36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IGCL Accuracy: 89.81. Result ID: 6a34ff9dfbc373592c326d40. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NodeImport-GCN Accuracy: 89.56. Result ID: 6a34ff9dfbc373592c326d39. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GCN"}. This record does not assert independent reproduction. ### NodeImport-GAT Accuracy: 89.43. Result ID: 6a34ff9dfbc373592c326d3a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GAT"}. This record does not assert independent reproduction. ### MPNN-GCN Accuracy: 89.05. Result ID: 6a34ff9dfbc373592c326d3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GCN"}. This record does not assert independent reproduction. ### NodeImport-SAGE Accuracy: 86.41. Result ID: 6a34ff9dfbc373592c326d3b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GraphSAGE"}. This record does not assert independent reproduction. ### MPNN-GAT Accuracy: 85.87. Result ID: 6a34ff9dfbc373592c326d3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GAT"}. This record does not assert independent reproduction. ### MPNN-SAGE Accuracy: 84.73. Result ID: 6a34ff9dfbc373592c326d3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GraphSAGE"}. This record does not assert independent reproduction. ### GraphECL Accuracy: 51.99. Result ID: 6a34ff9dfbc373592c326d3f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.