# Node Classification on PubMed L=L\* (test) Source: [Node Classification on PubMed L=L\* (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T12:12:45.132Z Evaluation of Node Classification performance on the specific L=L\* split of the PubMed 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 | Node Classification | | Dataset (including any stated split) | PubMed L=L\* (test) | | 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 | | --- | --- | --- | --- | | RepNodes | 87.77 | Not recorded | 6a02b469dbc836b87d824b2f | | RepEdges | 87.75 | Not recorded | 6a02b469dbc836b87d824b2f | | Baseline | 87.63 | Not recorded | 6a02b469dbc836b87d824b2f | | RepEdges | 86.76 | Not recorded | 6a02b469dbc836b87d824b2f | | Baseline | 86.67 | Not recorded | 6a02b469dbc836b87d824b2f | | RepNodes | 86.54 | Not recorded | 6a02b469dbc836b87d824b2f | | Baseline | 84.89 | Not recorded | 6a02b469dbc836b87d824b2f | | RepEdges | 84.77 | Not recorded | 6a02b469dbc836b87d824b2f | | RepNodes | 84.73 | Not recorded | 6a02b469dbc836b87d824b2f | | Baseline | 82.46 | Not recorded | 6a02b469dbc836b87d824b2f | | Baseline | 82.16 | Not recorded | 6a02b469dbc836b87d824b2f | | Baseline | 82.12 | Not recorded | 6a02b469dbc836b87d824b2f | | RepNodes | 81.95 | Not recorded | 6a02b469dbc836b87d824b2f | | RepEdges | 81.93 | Not recorded | 6a02b469dbc836b87d824b2f | | RepNodes | 81.56 | Not recorded | 6a02b469dbc836b87d824b2f | | RepEdges | 81.54 | Not recorded | 6a02b469dbc836b87d824b2f | | RepNodes | 39.57 | Not recorded | 6a02b469dbc836b87d824b2f | | RepEdges | 39.44 | Not recorded | 6a02b469dbc836b87d824b2f | ### RepNodes Accuracy: 87.77. Result ID: 6a03192547f34ce924e72bd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GCN","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### RepEdges Accuracy: 87.75. Result ID: 6a03192547f34ce924e72bd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GCN","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### Baseline Accuracy: 87.63. Result ID: 6a03192547f34ce924e72bd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GCN","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### RepEdges Accuracy: 86.76. Result ID: 6a03192547f34ce924e72bd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GAT","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### Baseline Accuracy: 86.67. Result ID: 6a03192547f34ce924e72bd6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GAT","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### RepNodes Accuracy: 86.54. Result ID: 6a03192547f34ce924e72bd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GAT","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### Baseline Accuracy: 84.89. Result ID: 6a03192547f34ce924e72bdc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GIN","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### RepEdges Accuracy: 84.77. Result ID: 6a03192547f34ce924e72bde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GIN","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### RepNodes Accuracy: 84.73. Result ID: 6a03192547f34ce924e72bdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GIN","Features":"Yes","Depth":"L\*"}. This record does not assert independent reproduction. ### Baseline Accuracy: 82.46. Result ID: 6a03192547f34ce924e72bd9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GAT","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. ### Baseline Accuracy: 82.16. Result ID: 6a03192547f34ce924e72bdf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GIN","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. ### Baseline Accuracy: 82.12. Result ID: 6a03192547f34ce924e72bd3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GCN","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. ### RepNodes Accuracy: 81.95. Result ID: 6a03192547f34ce924e72bd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GCN","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. ### RepEdges Accuracy: 81.93. Result ID: 6a03192547f34ce924e72bd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GCN","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. ### RepNodes Accuracy: 81.56. Result ID: 6a03192547f34ce924e72bda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GAT","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. ### RepEdges Accuracy: 81.54. Result ID: 6a03192547f34ce924e72bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GAT","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. ### RepNodes Accuracy: 39.57. Result ID: 6a03192547f34ce924e72be0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GIN","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. ### RepEdges Accuracy: 39.44. Result ID: 6a03192547f34ce924e72be1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GIN","Features":"No","Depth":"L\*"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.