# Link Prediction on Wikidata5M (transductive) Source: [Link Prediction on Wikidata5M (transductive)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:16.834Z Evaluation of Link Prediction performance on the transductive split of the Wikidata5M dataset, measured using metrics like MR, MRR, and Hits@K. 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) | Wikidata5M (transductive) | | Metric | MR | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 - [MR](): Lower is better; unit: SCALAR. - [MRR](): Higher is better; unit: PERCENT. - [Hits@1](): Higher is better; unit: PERCENT. - [Hits@3](): Higher is better; unit: PERCENT. - [Hits@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | MR | Result date | Report paper | | --- | --- | --- | --- | | KEPLER-Wiki | 14454 | Not recorded | 68fa68c01e209131cea1e0eb | | KEPLER-Rel | 15820 | Not recorded | 68fa68c01e209131cea1e0eb | | KEPLER-Cond | 20267 | Not recorded | 68fa68c01e209131cea1e0eb | | DKRL | 31566 | Not recorded | 68fa68c01e209131cea1e0eb | | KEPLER-KE | 76735 | Not recorded | 68fa68c01e209131cea1e0eb | | RotatE | 89459 | Not recorded | 68fa68c01e209131cea1e0eb | | TransE | 109370 | Not recorded | 68fa68c01e209131cea1e0eb | | TransE | 109370 | Not recorded | 68fa68c01e209131cea1e0eb | | SimplE | 115263 | Not recorded | 68fa68c01e209131cea1e0eb | | DistMult | 211030 | Not recorded | 68fa68c01e209131cea1e0eb | | ComplEx | 244540 | Not recorded | 68fa68c01e209131cea1e0eb | | TransE+ | 406957 | Not recorded | 68fa68c01e209131cea1e0eb | | RoBERTa | 1381597 | Not recorded | 68fa68c01e209131cea1e0eb | | Our RoBERTa | 1756130 | Not recorded | 68fa68c01e209131cea1e0eb | ### KEPLER-Wiki MR: 14454. Result ID: 698d82c28b517eb433220c4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KEPLER-Rel MR: 15820. Result ID: 698d82c28b517eb433220c4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KEPLER-Cond MR: 20267. Result ID: 698d82c28b517eb433220c50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DKRL MR: 31566. Result ID: 698d82c28b517eb433220c4a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KEPLER-KE MR: 76735. Result ID: 698d82c28b517eb433220c4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RotatE MR: 89459. Result ID: 698d82c28b517eb433220c6f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Transductive","Implementation Framework":"GraphVite"}. This record does not assert independent reproduction. ### TransE MR: 109370. Result ID: 698d82c28b517eb433220c48. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransE MR: 109370. Result ID: 698d82c28b517eb433220c6b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Transductive","Implementation Framework":"GraphVite"}. This record does not assert independent reproduction. ### SimplE MR: 115263. Result ID: 698d82c28b517eb433220c6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Transductive","Implementation Framework":"GraphVite"}. This record does not assert independent reproduction. ### DistMult MR: 211030. Result ID: 698d82c28b517eb433220c6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Transductive","Implementation Framework":"GraphVite"}. This record does not assert independent reproduction. ### ComplEx MR: 244540. Result ID: 698d82c28b517eb433220c6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Transductive","Implementation Framework":"GraphVite"}. This record does not assert independent reproduction. ### TransE+ MR: 406957. Result ID: 698d82c28b517eb433220c49. [Reporting paper]() Recorded evaluation configuration: {"negative sampling size":"1"}. This record does not assert independent reproduction. ### RoBERTa MR: 1381597. Result ID: 698d82c28b517eb433220c4b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Our RoBERTa MR: 1756130. Result ID: 698d82c28b517eb433220c4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"note":"Authors' baseline implementation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.