# Node Classification on Wiki-CS (10%/10%/80% split) Source: [Node Classification on Wiki-CS (10%/10%/80% split)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:46.782Z Evaluation of Node Classification performance on the WikiCS dataset using the specific 10%/10%/80% split configuration, reporting Accuracy and Average Rank (AR). 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) | Wiki-CS 10%/10%/80% split | | 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. - [Average Rank (AR)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GraphPFN | 83.53 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 83.11 | Not recorded | 68fa7b911e209131cea892cd | | TAG-LimiX | 82.64 | Not recorded | 68fa7b911e209131cea892cd | | TAG-TabPFNv2 | 82.59 | Not recorded | 68fa7b911e209131cea892cd | | GT | 82.54 | Not recorded | 68fa7b911e209131cea892cd | | GAT | 82.25 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 81.91 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 81.9 | Not recorded | 68fa7b911e209131cea892cd | | GCN | 81.74 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 81.69 | Not recorded | 68fa7b911e209131cea892cd | | GraphSAGE | 81.5 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 81.09 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 80.12 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 79.58 | Not recorded | 68fa7b911e209131cea892cd | | OpenGraph | 75.66 | Not recorded | 68fa7b911e209131cea892cd | | AnyGraph | 65.17 | Not recorded | 68fa7b911e209131cea892cd | | GCOPE | 59.13 | Not recorded | 68fa7b911e209131cea892cd | | TS-GNN | 46.25 | Not recorded | 68fa7b911e209131cea892cd | ### GraphPFN Accuracy: 83.53. Result ID: 699a43655698665ec4ca69be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT","Ensembling":"true"}. This record does not assert independent reproduction. ### G2T-LimiX Accuracy: 83.11. Result ID: 699a43655698665ec4ca69bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT","Ensembling":"true"}. This record does not assert independent reproduction. ### TAG-LimiX Accuracy: 82.64. Result ID: 699a43655698665ec4ca69b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### TAG-TabPFNv2 Accuracy: 82.59. Result ID: 699a43655698665ec4ca69b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### GT Accuracy: 82.54. Result ID: 699a43655698665ec4ca69b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Accuracy: 82.25. Result ID: 699a43655698665ec4ca69af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphPFN Accuracy: 81.91. Result ID: 699a43655698665ec4ca69bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### G2T-LimiX Accuracy: 81.9. Result ID: 699a43655698665ec4ca69bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### GCN Accuracy: 81.74. Result ID: 699a43655698665ec4ca69ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphPFN Accuracy: 81.69. Result ID: 699a43655698665ec4ca69b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphSAGE Accuracy: 81.5. Result ID: 699a43655698665ec4ca69ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### G2T-LimiX Accuracy: 81.09. Result ID: 699a43655698665ec4ca69b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### G2T-LimiX Accuracy: 80.12. Result ID: 699a43655698665ec4ca69b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### GraphPFN Accuracy: 79.58. Result ID: 699a43655698665ec4ca69b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### OpenGraph Accuracy: 75.66. Result ID: 699a43655698665ec4ca69b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### AnyGraph Accuracy: 65.17. Result ID: 699a43655698665ec4ca69b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### GCOPE Accuracy: 59.13. Result ID: 699a43655698665ec4ca69ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### TS-GNN Accuracy: 46.25. Result ID: 699a43655698665ec4ca69b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.