# Node Classification on Pubmed (10%/10%/80% split) Source: [Node Classification on Pubmed (10%/10%/80% split)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:46.769Z Evaluation of Node Classification performance on the Pubmed citation network using a specific 10%/10%/80% data split configuration, measured by 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) | pubmed 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 | | --- | --- | --- | --- | | G2T-LimiX | 90.88 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 90.57 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 90.36 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 90.36 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 89.79 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 89.79 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 89.19 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 88.93 | Not recorded | 68fa7b911e209131cea892cd | | TAG-LimiX | 88.09 | Not recorded | 68fa7b911e209131cea892cd | | TAG-TabPFNv2 | 87.8 | Not recorded | 68fa7b911e209131cea892cd | | GraphSAGE | 86.04 | Not recorded | 68fa7b911e209131cea892cd | | GCN | 85.46 | Not recorded | 68fa7b911e209131cea892cd | | GT | 84.95 | Not recorded | 68fa7b911e209131cea892cd | | GAT | 84.81 | Not recorded | 68fa7b911e209131cea892cd | | GCOPE | 79.35 | Not recorded | 68fa7b911e209131cea892cd | | OpenGraph | 70.3 | Not recorded | 68fa7b911e209131cea892cd | | AnyGraph | 65.31 | Not recorded | 68fa7b911e209131cea892cd | | TS-GNN | 64.41 | Not recorded | 68fa7b911e209131cea892cd | ### G2T-LimiX Accuracy: 90.88. Result ID: 699a43655698665ec4ca6999. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT","Ensembling":"true"}. This record does not assert independent reproduction. ### G2T-LimiX Accuracy: 90.57. Result ID: 699a43655698665ec4ca6997. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### GraphPFN Accuracy: 90.36. Result ID: 699a43655698665ec4ca6995. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphPFN Accuracy: 90.36. Result ID: 699a43655698665ec4ca699a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphPFN Accuracy: 89.79. Result ID: 699a43655698665ec4ca6991. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### GraphPFN Accuracy: 89.79. Result ID: 699a43655698665ec4ca6998. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### G2T-LimiX Accuracy: 89.19. Result ID: 699a43655698665ec4ca6992. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### G2T-LimiX Accuracy: 88.93. Result ID: 699a43655698665ec4ca6990. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### TAG-LimiX Accuracy: 88.09. Result ID: 699a43655698665ec4ca6994. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### TAG-TabPFNv2 Accuracy: 87.8. Result ID: 699a43655698665ec4ca6993. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphSAGE Accuracy: 86.04. Result ID: 699a43655698665ec4ca698a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Accuracy: 85.46. Result ID: 699a43655698665ec4ca6989. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GT Accuracy: 84.95. Result ID: 699a43655698665ec4ca698c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Accuracy: 84.81. Result ID: 699a43655698665ec4ca698b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCOPE Accuracy: 79.35. Result ID: 699a43655698665ec4ca6996. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### OpenGraph Accuracy: 70.3. Result ID: 699a43655698665ec4ca698d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### AnyGraph Accuracy: 65.31. Result ID: 699a43655698665ec4ca698e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### TS-GNN Accuracy: 64.41. Result ID: 699a43655698665ec4ca698f. [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.