# Link Prediction on Pubmed (AUC-ROC) Source: [Link Prediction on Pubmed (AUC-ROC)]() Collection index: [llms.txt]() Data updated: 2026-06-11T10:45:04.363Z Evaluation of Link Prediction performance on the Pubmed dataset, measured using the AUC-ROC metric. 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 | Link Prediction | | Dataset (including any stated split) | Pubmed | | Metric | AUC-ROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [AUC-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | graph NE | 100 | Not recorded | 68fa77ae1e209131cea74ae8 | | graph NEτ | 100 | Not recorded | 68fa77ae1e209131cea74ae8 | | DeepWalk | 99.9 | Not recorded | 68fa77ae1e209131cea74ae8 | | CNE, τ = 0.5 | 99.8 | Not recorded | 68fa77ae1e209131cea74ae8 | | Laplacian E. | 98.9 | Not recorded | 68fa77ae1e209131cea74ae8 | | DRGraph | 97.6 | Not recorded | 68fa77ae1e209131cea74ae8 | | ForceAtlas2 | 97.6 | Not recorded | 68fa77ae1e209131cea74ae8 | | graph NE | 96.3 | Not recorded | 68fa77ae1e209131cea74ae8 | | SGtSNEpi | 96 | Not recorded | 68fa77ae1e209131cea74ae8 | | t-FDP | 93.7 | Not recorded | 68fa77ae1e209131cea74ae8 | | Laplacian E. | 91.9 | Not recorded | 68fa77ae1e209131cea74ae8 | | R-GFM | 88.66 | Not recorded | 6a02b493dbc836b87d824d46 | | RiemannGFM | 86.37 | Not recorded | 6a02b493dbc836b87d824d46 | | GCOPE | 84.99 | Not recorded | 6a02b493dbc836b87d824d46 | | SAMGPT | 84.92 | Not recorded | 6a02b493dbc836b87d824d46 | | MDGFM | 84.78 | Not recorded | 6a02b493dbc836b87d824d46 | | node2vec | 84.3 | Not recorded | 68fa77ae1e209131cea74ae8 | | GraspLLM | 75.1 | Not recorded | 6a2a4108d33dfb23e7839294 | | GraspLLM | 73.6 | Not recorded | 6a2a4108d33dfb23e7839294 | | GraspLLM | 72.8 | Not recorded | 6a2a4108d33dfb23e7839294 | | GraspLLM | 71.1 | Not recorded | 6a2a4108d33dfb23e7839294 | | TEA-GLM | 68.9 | Not recorded | 6a2a4108d33dfb23e7839294 | | LLaGA | 59.1 | Not recorded | 6a2a4108d33dfb23e7839294 | | Vicuna-7B-IT | 54.2 | Not recorded | 6a2a4108d33dfb23e7839294 | | Vicuna-7B-v1.5 | 53.5 | Not recorded | 6a2a4108d33dfb23e7839294 | | ZeroG | 51.9 | Not recorded | 6a2a4108d33dfb23e7839294 | | GraphGPT | 51 | Not recorded | 6a2a4108d33dfb23e7839294 | | GraphCLIP | 50.1 | Not recorded | 6a2a4108d33dfb23e7839294 | | OFA | 49.2 | Not recorded | 6a2a4108d33dfb23e7839294 | ### graph NE AUC-ROC: 100. Result ID: 6a27c202fbc373592c242f8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"128"}. This record does not assert independent reproduction. ### graph NEτ AUC-ROC: 100. Result ID: 6a27c202fbc373592c242f8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"128"}. This record does not assert independent reproduction. ### DeepWalk AUC-ROC: 99.9. Result ID: 6a27c202fbc373592c242f90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"128"}. This record does not assert independent reproduction. ### CNE, τ = 0.5 AUC-ROC: 99.8. Result ID: 6a27c202fbc373592c242f8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"128"}. This record does not assert independent reproduction. ### Laplacian E. AUC-ROC: 98.9. Result ID: 6a27c202fbc373592c242f92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"128"}. This record does not assert independent reproduction. ### DRGraph AUC-ROC: 97.6. Result ID: 6a27c202fbc373592c242f95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"2"}. This record does not assert independent reproduction. ### ForceAtlas2 AUC-ROC: 97.6. Result ID: 6a27c202fbc373592c242f96. [Reporting paper]() Recorded evaluation configuration: {"d":"2"}. This record does not assert independent reproduction. ### graph NE AUC-ROC: 96.3. Result ID: 6a27c202fbc373592c242f93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"2"}. This record does not assert independent reproduction. ### SGtSNEpi AUC-ROC: 96. Result ID: 6a27c202fbc373592c242f94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"2"}. This record does not assert independent reproduction. ### t-FDP AUC-ROC: 93.7. Result ID: 6a27c202fbc373592c242f97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"2"}. This record does not assert independent reproduction. ### Laplacian E. AUC-ROC: 91.9. Result ID: 6a27c202fbc373592c242f98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"2"}. This record does not assert independent reproduction. ### R-GFM AUC-ROC: 88.66. Result ID: 6a03359d47f34ce924e7f27c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RiemannGFM AUC-ROC: 86.37. Result ID: 6a03359d47f34ce924e7f27b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCOPE AUC-ROC: 84.99. Result ID: 6a03359d47f34ce924e7f278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAMGPT AUC-ROC: 84.92. Result ID: 6a03359d47f34ce924e7f279. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDGFM AUC-ROC: 84.78. Result ID: 6a03359d47f34ce924e7f27a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### node2vec AUC-ROC: 84.3. Result ID: 6a27c202fbc373592c242f91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"d":"128"}. This record does not assert independent reproduction. ### GraspLLM AUC-ROC: 75.1. Result ID: 6a2a919cfbc373592c28881d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GraspLLM AUC-ROC: 73.6. Result ID: 6a2a919cfbc373592c28881c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true","Backbone":"LLaMA-3.1-8B"}. This record does not assert independent reproduction. ### GraspLLM AUC-ROC: 72.8. Result ID: 6a2a919cfbc373592c28881a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true","Backbone":"Vicuna-7B-v1.5"}. This record does not assert independent reproduction. ### GraspLLM AUC-ROC: 71.1. Result ID: 6a2a919cfbc373592c28881b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true","Backbone":"Mistral-7B-v0.3"}. This record does not assert independent reproduction. ### TEA-GLM AUC-ROC: 68.9. Result ID: 6a2a919cfbc373592c288819. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true"}. This record does not assert independent reproduction. ### LLaGA AUC-ROC: 59.1. Result ID: 6a2a919cfbc373592c288818. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true"}. This record does not assert independent reproduction. ### Vicuna-7B-IT AUC-ROC: 54.2. Result ID: 6a2a919cfbc373592c288813. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true"}. This record does not assert independent reproduction. ### Vicuna-7B-v1.5 AUC-ROC: 53.5. Result ID: 6a2a919cfbc373592c288812. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true"}. This record does not assert independent reproduction. ### ZeroG AUC-ROC: 51.9. Result ID: 6a2a919cfbc373592c288815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true"}. This record does not assert independent reproduction. ### GraphGPT AUC-ROC: 51. Result ID: 6a2a919cfbc373592c288817. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true"}. This record does not assert independent reproduction. ### GraphCLIP AUC-ROC: 50.1. Result ID: 6a2a919cfbc373592c288816. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true"}. This record does not assert independent reproduction. ### OFA AUC-ROC: 49.2. Result ID: 6a2a919cfbc373592c288814. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Cross-task":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.