# Node Classification on DGL dataset F (test) Source: [Node Classification on DGL dataset F (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T13:24:06.002Z Evaluation of Node Classification performance on the test split of the DGL dataset F, typically measured by 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) | DGL dataset F (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | | --- | --- | --- | --- | | GraphSAGE | 88.09 | Not recorded | 6a2106ecc10484bac23f062a | | GCN | 87.96 | Not recorded | 6a2106ecc10484bac23f062a | | GAT | 87.38 | Not recorded | 6a2106ecc10484bac23f062a | | GRAPH CASCADES | 87.29 | Not recorded | 6a2106ecc10484bac23f062a | | NAG | 86.75 | Not recorded | 6a2106ecc10484bac23f062a | | GraphGPS | 86.65 | Not recorded | 6a2106ecc10484bac23f062a | | GT | 85.41 | Not recorded | 6a2106ecc10484bac23f062a | | VCR | 85.41 | Not recorded | 6a2106ecc10484bac23f062a | | SAN | 85.07 | Not recorded | 6a2106ecc10484bac23f062a | | PPRGo | 84.3 | Not recorded | 6a2106ecc10484bac23f062a | | GRAND+ | 83.7 | Not recorded | 6a2106ecc10484bac23f062a | | PolyFormer | 83.51 | Not recorded | 6a2106ecc10484bac23f062a | | SpecFormer | 82.49 | Not recorded | 6a2106ecc10484bac23f062a | | SGFormer | 81.41 | Not recorded | 6a2106ecc10484bac23f062a | | Exphormer | 78.17 | Not recorded | 6a2106ecc10484bac23f062a | | Gophormer | 49.18 | Not recorded | 6a2106ecc10484bac23f062a | | Graphormer | 35.89 | Not recorded | 6a2106ecc10484bac23f062a | ### GraphSAGE Accuracy: 88.09. Result ID: 6a217c71fbc373592c1ef256. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNNs"}. This record does not assert independent reproduction. ### GCN Accuracy: 87.96. Result ID: 6a217c71fbc373592c1ef255. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GNNs"}. This record does not assert independent reproduction. ### GAT Accuracy: 87.38. Result ID: 6a217c71fbc373592c1ef257. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNNs"}. This record does not assert independent reproduction. ### GRAPH CASCADES Accuracy: 87.29. Result ID: 6a217c71fbc373592c1ef265. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Our Best Accuracy"}. This record does not assert independent reproduction. ### NAG Accuracy: 86.75. Result ID: 6a217c71fbc373592c1ef25f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### GraphGPS Accuracy: 86.65. Result ID: 6a217c71fbc373592c1ef25e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### GT Accuracy: 85.41. Result ID: 6a217c71fbc373592c1ef25a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### VCR Accuracy: 85.41. Result ID: 6a217c71fbc373592c1ef263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### SAN Accuracy: 85.07. Result ID: 6a217c71fbc373592c1ef25d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### PPRGo Accuracy: 84.3. Result ID: 6a217c71fbc373592c1ef258. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GNNs"}. This record does not assert independent reproduction. ### GRAND+ Accuracy: 83.7. Result ID: 6a217c71fbc373592c1ef259. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNNs"}. This record does not assert independent reproduction. ### PolyFormer Accuracy: 83.51. Result ID: 6a217c71fbc373592c1ef264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### SpecFormer Accuracy: 82.49. Result ID: 6a217c71fbc373592c1ef260. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### SGFormer Accuracy: 81.41. Result ID: 6a217c71fbc373592c1ef262. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### Exphormer Accuracy: 78.17. Result ID: 6a217c71fbc373592c1ef261. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### Gophormer Accuracy: 49.18. Result ID: 6a217c71fbc373592c1ef25b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. ### Graphormer Accuracy: 35.89. Result ID: 6a217c71fbc373592c1ef25c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GTs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.