# Link Prediction on ogbl-ppa (val) Source: [Link Prediction on ogbl-ppa (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:38.892Z Evaluation of Link Prediction performance on the validation split of the ogbl-ppa dataset, reporting Hits@100. 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) | ogbl-ppa (val) | | Metric | Hits@100 (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Hits@100 (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hits@100 (%) | Result date | Report paper | | --- | --- | --- | --- | | SEAL | 51.25 | Not recorded | 68fa6b961e209131cea2f0ff | | SEAL | 51.25 | Not recorded | 68fa6d581e209131cea39537 | | Resource Allocation | 47.22 | Not recorded | 68fa6d581e209131cea39537 | | GCN+DRNL | 46.43 | Not recorded | 68fa6b961e209131cea2f0ff | | AGDN | 43.32 | Not recorded | 68fa6d581e209131cea39537 | | GCN+DE | 36.31 | Not recorded | 68fa6b961e209131cea2f0ff | | AA | 32.68 | Not recorded | 68fa6b961e209131cea2f0ff | | Adamic Adar | 32.68 | Not recorded | 68fa6d581e209131cea39537 | | MF | 32.28 | Not recorded | 68fa6b961e209131cea2f0ff | | Matrix Factorization | 32.28 | Not recorded | 68fa6d581e209131cea39537 | | CN | 28.23 | Not recorded | 68fa6b961e209131cea2f0ff | | Common Neighbor | 28.23 | Not recorded | 68fa6d581e209131cea39537 | | GCN+LRGA | 25.75 | Not recorded | 68fa6b961e209131cea2f0ff | | Node2vec | 22.53 | Not recorded | 68fa6b961e209131cea2f0ff | | GCN | 18.45 | Not recorded | 68fa6b961e209131cea2f0ff | | GCN | 18.45 | Not recorded | 68fa6d581e209131cea39537 | | GraphSAGE | 17.24 | Not recorded | 68fa6b961e209131cea2f0ff | | GraphSAGE | 17.24 | Not recorded | 68fa6d581e209131cea39537 | | MLP | 0.46 | Not recorded | 68fa6b961e209131cea2f0ff | ### SEAL Hits@100 (%): 51.25. Result ID: 698e9737ffc3901de09eed27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction. ### SEAL Hits@100 (%): 51.25. Result ID: 698f9d503a6c314849fa88bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"0.71M"}. This record does not assert independent reproduction. ### Resource Allocation Hits@100 (%): 47.22. Result ID: 698f9d503a6c314849fa88bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction. ### GCN+DRNL Hits@100 (%): 46.43. Result ID: 698e9737ffc3901de09eed26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction. ### AGDN Hits@100 (%): 43.32. Result ID: 698f9d503a6c314849fa88c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"36.90M"}. This record does not assert independent reproduction. ### GCN+DE Hits@100 (%): 36.31. Result ID: 698e9737ffc3901de09eed25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction. ### AA Hits@100 (%): 32.68. Result ID: 698e9737ffc3901de09eed1e. [Reporting paper]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. ### Adamic Adar Hits@100 (%): 32.68. Result ID: 698f9d503a6c314849fa88bb. [Reporting paper]() Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction. ### MF Hits@100 (%): 32.28. Result ID: 698e9737ffc3901de09eed21. [Reporting paper]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. ### Matrix Factorization Hits@100 (%): 32.28. Result ID: 698f9d503a6c314849fa88b9. [Reporting paper]() Recorded evaluation configuration: {"Params":"147.66M"}. This record does not assert independent reproduction. ### CN Hits@100 (%): 28.23. Result ID: 698e9737ffc3901de09eed1d. [Reporting paper]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. ### Common Neighbor Hits@100 (%): 28.23. Result ID: 698f9d503a6c314849fa88ba. [Reporting paper]() Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction. ### GCN+LRGA Hits@100 (%): 25.75. Result ID: 698e9737ffc3901de09eed24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction. ### Node2vec Hits@100 (%): 22.53. Result ID: 698e9737ffc3901de09eed20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. ### GCN Hits@100 (%): 18.45. Result ID: 698e9737ffc3901de09eed23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction. ### GCN Hits@100 (%): 18.45. Result ID: 698f9d503a6c314849fa88bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"0.28M"}. This record does not assert independent reproduction. ### GraphSAGE Hits@100 (%): 17.24. Result ID: 698e9737ffc3901de09eed22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction. ### GraphSAGE Hits@100 (%): 17.24. Result ID: 698f9d503a6c314849fa88be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"0.42M"}. This record does not assert independent reproduction. ### MLP Hits@100 (%): 0.46. Result ID: 698e9737ffc3901de09eed1f. [Reporting paper]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.