# Link Prediction on ogbl-ddi (val) Source: [Link Prediction on ogbl-ddi (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:39.026Z Evaluation of Link Prediction performance on the validation split of the ogbl-ddi dataset, typically measured using Hits@K metrics. 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-ddi (val) | | Metric | Hits@20 (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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@20 (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hits@20 (%) | Result date | Report paper | | --- | --- | --- | --- | | ELGNN | 89.65 | Not recorded | 68fa70f41e209131cea4e5ae | | AGDN | 89.43 | Not recorded | 68fa6d581e209131cea39537 | | AGDN | 89.43 | Not recorded | 68fa70f41e209131cea4e5ae | | PSG | 83.06 | Not recorded | 68fa70f41e209131cea4e5ae | | GIDN | 82.58 | Not recorded | 68fa70f41e209131cea4e5ae | | PLNLP | 82.42 | Not recorded | 68fa6d581e209131cea39537 | | PLNLP | 82.42 | Not recorded | 68fa70f41e209131cea4e5ae | | GraphSAGE | 80.11 | Not recorded | 68fa70f41e209131cea4e5ae | | GCN | 67.76 | Not recorded | 68fa70f41e209131cea4e5ae | | GCN+LRGA | 66.75 | Not recorded | 68fa6b961e209131cea2f0ff | | GraphSAGE | 62.62 | Not recorded | 68fa6b961e209131cea2f0ff | | GraphSAGE | 62.62 | Not recorded | 68fa6d581e209131cea39537 | | GraphSAGE | 62.62 | Not recorded | 68fa70f41e209131cea4e5ae | | GCN | 55.5 | Not recorded | 68fa6b961e209131cea2f0ff | | GCN | 55.5 | Not recorded | 68fa6d581e209131cea39537 | | GCN | 55.5 | Not recorded | 68fa70f41e209131cea4e5ae | | MF | 33.7 | Not recorded | 68fa6b961e209131cea2f0ff | | Matrix Factorization | 33.7 | Not recorded | 68fa6d581e209131cea39537 | | Node2vec | 32.92 | Not recorded | 68fa6b961e209131cea2f0ff | | GCN+DE | 29.85 | Not recorded | 68fa6b961e209131cea2f0ff | | GCN+DRNL | 29.47 | Not recorded | 68fa6b961e209131cea2f0ff | | SEAL | 28.49 | Not recorded | 68fa6b961e209131cea2f0ff | | SEAL | 28.49 | Not recorded | 68fa6d581e209131cea39537 | | AA | 9.66 | Not recorded | 68fa6b961e209131cea2f0ff | | Adamic Adar | 9.66 | Not recorded | 68fa6d581e209131cea39537 | | CN | 9.47 | Not recorded | 68fa6b961e209131cea2f0ff | | Common Neighbor | 9.47 | Not recorded | 68fa6d581e209131cea39537 | | Resource Allocation | 7.25 | Not recorded | 68fa6d581e209131cea39537 | ### ELGNN Hits@20 (%): 89.65. Result ID: 699168523a6c31484907eee8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGDN Hits@20 (%): 89.43. Result ID: 698f9d503a6c314849fa88ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"3.51M"}. This record does not assert independent reproduction. ### AGDN Hits@20 (%): 89.43. Result ID: 699168523a6c31484907eee6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSG Hits@20 (%): 83.06. Result ID: 699168523a6c31484907eee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GIDN Hits@20 (%): 82.58. Result ID: 699168523a6c31484907eee7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLNLP Hits@20 (%): 82.42. Result ID: 698f9d503a6c314849fa88fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"3.50M"}. This record does not assert independent reproduction. ### PLNLP Hits@20 (%): 82.42. Result ID: 699168523a6c31484907eee4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphSAGE Hits@20 (%): 80.11. Result ID: 699168523a6c31484907eee3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"Edge Attributes"}. This record does not assert independent reproduction. ### GCN Hits@20 (%): 67.76. Result ID: 699168523a6c31484907eee2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"JKNet"}. This record does not assert independent reproduction. ### GCN+LRGA Hits@20 (%): 66.75. Result ID: 698e9737ffc3901de09eed4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction. ### GraphSAGE Hits@20 (%): 62.62. Result ID: 698e9737ffc3901de09eed4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction. ### GraphSAGE Hits@20 (%): 62.62. Result ID: 698f9d503a6c314849fa88fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"1.42M"}. This record does not assert independent reproduction. ### GraphSAGE Hits@20 (%): 62.62. Result ID: 699168523a6c31484907eee1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Hits@20 (%): 55.5. Result ID: 698e9737ffc3901de09eed4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction. ### GCN Hits@20 (%): 55.5. Result ID: 698f9d503a6c314849fa88fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"1.29M"}. This record does not assert independent reproduction. ### GCN Hits@20 (%): 55.5. Result ID: 699168523a6c31484907eee0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF Hits@20 (%): 33.7. Result ID: 698e9737ffc3901de09eed4c. [Reporting paper]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. ### Matrix Factorization Hits@20 (%): 33.7. Result ID: 698f9d503a6c314849fa88f7. [Reporting paper]() Recorded evaluation configuration: {"Params":"1.22M"}. This record does not assert independent reproduction. ### Node2vec Hits@20 (%): 32.92. Result ID: 698e9737ffc3901de09eed4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. ### GCN+DE Hits@20 (%): 29.85. Result ID: 698e9737ffc3901de09eed50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction. ### GCN+DRNL Hits@20 (%): 29.47. Result ID: 698e9737ffc3901de09eed51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction. ### SEAL Hits@20 (%): 28.49. Result ID: 698e9737ffc3901de09eed52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction. ### SEAL Hits@20 (%): 28.49. Result ID: 698f9d503a6c314849fa88fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"0.53M"}. This record does not assert independent reproduction. ### AA Hits@20 (%): 9.66. Result ID: 698e9737ffc3901de09eed4a. [Reporting paper]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. ### Adamic Adar Hits@20 (%): 9.66. Result ID: 698f9d503a6c314849fa88f9. [Reporting paper]() Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction. ### CN Hits@20 (%): 9.47. Result ID: 698e9737ffc3901de09eed49. [Reporting paper]() Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction. ### Common Neighbor Hits@20 (%): 9.47. Result ID: 698f9d503a6c314849fa88f8. [Reporting paper]() Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction. ### Resource Allocation Hits@20 (%): 7.25. Result ID: 698f9d503a6c314849fa88fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.