# Node Classification on Roman-empire (Mean AUROC) Source: [Node Classification on Roman-empire (Mean AUROC)]() Collection index: [llms.txt]() Data updated: 2026-06-04T13:24:06.368Z Evaluation of Node Classification performance on the Roman-empire graph dataset, specifically measured using Mean AUROC. 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) | Roman-empire | | Metric | Mean AUROC | | 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 - [Mean AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean AUROC | Result date | Report paper | | --- | --- | --- | --- | | Gophormer | 95.3 | Not recorded | 6a2106ecc10484bac23f062a | | SAN | 95.1 | Not recorded | 6a2106ecc10484bac23f062a | | GPS | 94.9 | Not recorded | 6a2106ecc10484bac23f062a | | Exphormer | 94.7 | Not recorded | 6a2106ecc10484bac23f062a | | CMGNN | 94.7 | Not recorded | 6a2106ecc10484bac23f062a | | H2GCN | 94.3 | Not recorded | 6a2106ecc10484bac23f062a | | GraphSAGE | 94.1 | Not recorded | 6a2106ecc10484bac23f062a | | OrderedGNN | 94.1 | Not recorded | 6a2106ecc10484bac23f062a | | GRAPH CASCADES | 94.1 | Not recorded | 6a2106ecc10484bac23f062a | | GT | 94 | Not recorded | 6a2106ecc10484bac23f062a | | ACMGCN | 93.6 | Not recorded | 6a2106ecc10484bac23f062a | | NAG | 91.2 | Not recorded | 6a2106ecc10484bac23f062a | | M2MGNN | 87.7 | Not recorded | 6a2106ecc10484bac23f062a | | GCN | 85.5 | Not recorded | 6a2106ecc10484bac23f062a | | GAT | 85.2 | Not recorded | 6a2106ecc10484bac23f062a | | GGCN | 84.9 | Not recorded | 6a2106ecc10484bac23f062a | | VCR | 72.2 | Not recorded | 6a2106ecc10484bac23f062a | | GloGNN | 69.8 | Not recorded | 6a2106ecc10484bac23f062a | ### Gophormer Mean AUROC: 95.3. Result ID: 6a217c71fbc373592c1ef3f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAN Mean AUROC: 95.1. Result ID: 6a217c71fbc373592c1ef3f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPS Mean AUROC: 94.9. Result ID: 6a217c71fbc373592c1ef3f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Exphormer Mean AUROC: 94.7. Result ID: 6a217c71fbc373592c1ef3f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMGNN Mean AUROC: 94.7. Result ID: 6a217c71fbc373592c1ef3f9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### H2GCN Mean AUROC: 94.3. Result ID: 6a217c71fbc373592c1ef3fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphSAGE Mean AUROC: 94.1. Result ID: 6a217c71fbc373592c1ef3ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OrderedGNN Mean AUROC: 94.1. Result ID: 6a217c71fbc373592c1ef3fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAPH CASCADES Mean AUROC: 94.1. Result ID: 6a217c71fbc373592c1ef3ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selection":"Our Best"}. This record does not assert independent reproduction. ### GT Mean AUROC: 94. Result ID: 6a217c71fbc373592c1ef3f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACMGCN Mean AUROC: 93.6. Result ID: 6a217c71fbc373592c1ef3f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NAG Mean AUROC: 91.2. Result ID: 6a217c71fbc373592c1ef3f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M2MGNN Mean AUROC: 87.7. Result ID: 6a217c71fbc373592c1ef3fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Mean AUROC: 85.5. Result ID: 6a217c71fbc373592c1ef3ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Mean AUROC: 85.2. Result ID: 6a217c71fbc373592c1ef3f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GGCN Mean AUROC: 84.9. Result ID: 6a217c71fbc373592c1ef3fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VCR Mean AUROC: 72.2. Result ID: 6a217c71fbc373592c1ef3f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GloGNN Mean AUROC: 69.8. Result ID: 6a217c71fbc373592c1ef3fb. [Reporting paper]() [Method origin paper]() [Implementation]() 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.