# Link Prediction on ogbl-biokg v1 (test) Source: [Link Prediction on ogbl-biokg v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:21.841Z Evaluation of Link Prediction performance on the test split of the ogbl-biokg v1 dataset, typically measured using MRR. 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-biokg v1 (test) | | Metric | MRR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [MRR](): Higher is better; unit: SCALAR. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | ComplEx | 0.8385 | Not recorded | 68fa6c751e209131cea34064 | | AutoSF | 0.8354 | Not recorded | 68fa6c751e209131cea34064 | | AutoSF | 0.832 | Not recorded | 68fa6c751e209131cea34064 | | DistMult | 0.8241 | Not recorded | 68fa6c751e209131cea34064 | | PairRE | 0.8164 | Not recorded | 68fa69ee1e209131cea25025 | | ComplEx | 0.8095 | Not recorded | 68fa69ee1e209131cea25025 | | ComplEx | 0.8095 | Not recorded | 68fa6c751e209131cea34064 | | DistMult | 0.8043 | Not recorded | 68fa69ee1e209131cea25025 | | DistMult | 0.8043 | Not recorded | 68fa6c751e209131cea34064 | | RotatE | 0.8013 | Not recorded | 68fa6c751e209131cea34064 | | RotatE | 0.7989 | Not recorded | 68fa69ee1e209131cea25025 | | RotatE | 0.7989 | Not recorded | 68fa6c751e209131cea34064 | | TransE | 0.7781 | Not recorded | 68fa6c751e209131cea34064 | | TransE | 0.7452 | Not recorded | 68fa69ee1e209131cea25025 | | TransE | 0.7452 | Not recorded | 68fa6c751e209131cea34064 | ### ComplEx MRR: 0.8385. Result ID: 698f14463a6c314849f58f18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner"}. This record does not assert independent reproduction. ### AutoSF MRR: 0.8354. Result ID: 698f14463a6c314849f58f19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner"}. This record does not assert independent reproduction. ### AutoSF MRR: 0.832. Result ID: 698f14463a6c314849f58f14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board"}. This record does not assert independent reproduction. ### DistMult MRR: 0.8241. Result ID: 698f14463a6c314849f58f17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner"}. This record does not assert independent reproduction. ### PairRE MRR: 0.8164. Result ID: 698df5a1ffc3901de099c559. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dimension":"2000"}. This record does not assert independent reproduction. ### ComplEx MRR: 0.8095. Result ID: 698df5a1ffc3901de099c557. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dimension":"1000"}. This record does not assert independent reproduction. ### ComplEx MRR: 0.8095. Result ID: 698f14463a6c314849f58f13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board"}. This record does not assert independent reproduction. ### DistMult MRR: 0.8043. Result ID: 698df5a1ffc3901de099c556. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dimension":"2000"}. This record does not assert independent reproduction. ### DistMult MRR: 0.8043. Result ID: 698f14463a6c314849f58f12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board"}. This record does not assert independent reproduction. ### RotatE MRR: 0.8013. Result ID: 698f14463a6c314849f58f16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner"}. This record does not assert independent reproduction. ### RotatE MRR: 0.7989. Result ID: 698df5a1ffc3901de099c558. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dimension":"1000"}. This record does not assert independent reproduction. ### RotatE MRR: 0.7989. Result ID: 698f14463a6c314849f58f11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board"}. This record does not assert independent reproduction. ### TransE MRR: 0.7781. Result ID: 698f14463a6c314849f58f15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner"}. This record does not assert independent reproduction. ### TransE MRR: 0.7452. Result ID: 698df5a1ffc3901de099c555. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dimension":"2000"}. This record does not assert independent reproduction. ### TransE MRR: 0.7452. Result ID: 698f14463a6c314849f58f10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board"}. This record does not assert independent reproduction. Page 1 of 1. 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