# Graph Clustering on Pubmed original Source: [Graph Clustering on Pubmed original]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:06.552Z Evaluation of graph clustering performance on the original version of the Pubmed citation network dataset, typically measured using Accuracy (ACC), Normalized Mutual Information (NMI), and Adjusted Rand Index (ARI). 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 | Graph Clustering | | Dataset (including any stated split) | Pubmed original | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [NMI](): Higher is better; unit: PERCENT. - [ARI](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | R-GMM-VGAE | 74 | Not recorded | 68fa6b691e209131cea2e338 | | R-DGAE | 71.4 | Not recorded | 68fa6b691e209131cea2e338 | | GMM-VGAE | 71.1 | Not recorded | 68fa6b691e209131cea2e338 | | R-ARGAE | 70.2 | Not recorded | 68fa6b691e209131cea2e338 | | R-GAE | 69.6 | Not recorded | 68fa6b691e209131cea2e338 | | VGAE | 69.6 | Not recorded | 68fa6b691e209131cea2e338 | | R-VGAE | 69.2 | Not recorded | 68fa6b691e209131cea2e338 | | DGAE | 68.4 | Not recorded | 68fa6b691e209131cea2e338 | | ARGAE | 68.1 | Not recorded | 68fa6b691e209131cea2e338 | | R-ARVGAE | 65.9 | Not recorded | 68fa6b691e209131cea2e338 | | GAE | 64.2 | Not recorded | 68fa6b691e209131cea2e338 | | ARVGAE | 63.5 | Not recorded | 68fa6b691e209131cea2e338 | ### R-GMM-VGAE Accuracy: 74. Result ID: 698e8a41ffc3901de09e7b62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"type":"Residual-GMM-VGAE"}. This record does not assert independent reproduction. ### R-DGAE Accuracy: 71.4. Result ID: 698e8a41ffc3901de09e7b60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"type":"Residual-DGAE"}. This record does not assert independent reproduction. ### GMM-VGAE Accuracy: 71.1. Result ID: 698e8a41ffc3901de09e7b61. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R-ARGAE Accuracy: 70.2. Result ID: 698e8a41ffc3901de09e7b5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"type":"Residual-ARGAE"}. This record does not assert independent reproduction. ### R-GAE Accuracy: 69.6. Result ID: 698e8a41ffc3901de09e7b58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"type":"Residual-GAE"}. This record does not assert independent reproduction. ### VGAE Accuracy: 69.6. Result ID: 698e8a41ffc3901de09e7b59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R-VGAE Accuracy: 69.2. Result ID: 698e8a41ffc3901de09e7b5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"type":"Residual-VGAE"}. This record does not assert independent reproduction. ### DGAE Accuracy: 68.4. Result ID: 698e8a41ffc3901de09e7b5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARGAE Accuracy: 68.1. Result ID: 698e8a41ffc3901de09e7b5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R-ARVGAE Accuracy: 65.9. Result ID: 698e8a41ffc3901de09e7b5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"type":"Residual-ARVGAE"}. This record does not assert independent reproduction. ### GAE Accuracy: 64.2. Result ID: 698e8a41ffc3901de09e7b57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARVGAE Accuracy: 63.5. Result ID: 698e8a41ffc3901de09e7b5d. [Reporting paper]() [Method origin paper]() 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.