# Link Prediction on MKG-W (Higher split) Source: [Link Prediction on MKG-W (Higher split)]() Collection index: [llms.txt]() Data updated: 2026-04-06T08:14:57.043Z Evaluation of Link Prediction performance on the MKG-W dataset using the Higher split configuration, reporting metrics such as MRR and Hits@10. 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) | MKG-W (Higher split) | | Metric | MRR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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: PERCENT. - [Hits@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | MRCKG | 29.53 | Not recorded | 69d33dda7d0172140ec734f4 | | IncDE | 22.61 | Not recorded | 69d33dda7d0172140ec734f4 | | FastKGE | 21.73 | Not recorded | 69d33dda7d0172140ec734f4 | | ComplEx+EWC | 15.72 | Not recorded | 69d33dda7d0172140ec734f4 | | ComplEx+FT | 15.36 | Not recorded | 69d33dda7d0172140ec734f4 | | TuckER+FT | 15.03 | Not recorded | 69d33dda7d0172140ec734f4 | | MMDistMult+FT | 12.47 | Not recorded | 69d33dda7d0172140ec734f4 | | RotatE+EWC | 11.56 | Not recorded | 69d33dda7d0172140ec734f4 | | DistMult+EWC | 11.27 | Not recorded | 69d33dda7d0172140ec734f4 | | MMTransE+Replay | 11.25 | Not recorded | 69d33dda7d0172140ec734f4 | | DistMult+FT | 10.98 | Not recorded | 69d33dda7d0172140ec734f4 | | TransE+Replay | 10.95 | Not recorded | 69d33dda7d0172140ec734f4 | | MMTransE+EWC | 10.89 | Not recorded | 69d33dda7d0172140ec734f4 | | MMRotatE+FT | 10.74 | Not recorded | 69d33dda7d0172140ec734f4 | | MMTransE+FT | 10.38 | Not recorded | 69d33dda7d0172140ec734f4 | | TransE+EWC | 10.37 | Not recorded | 69d33dda7d0172140ec734f4 | | TransE+FT | 10.24 | Not recorded | 69d33dda7d0172140ec734f4 | | TuckER+EWC | 7.12 | Not recorded | 69d33dda7d0172140ec734f4 | ### MRCKG MRR: 29.53. Result ID: 69d36b7e47f34ce924bb28b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Ours"}. This record does not assert independent reproduction. ### IncDE MRR: 22.61. Result ID: 69d36b7e47f34ce924bb28ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Dedicated CKGE"}. This record does not assert independent reproduction. ### FastKGE MRR: 21.73. Result ID: 69d36b7e47f34ce924bb28ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Dedicated CKGE"}. This record does not assert independent reproduction. ### ComplEx+EWC MRR: 15.72. Result ID: 69d36b7e47f34ce924bb28a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction. ### ComplEx+FT MRR: 15.36. Result ID: 69d36b7e47f34ce924bb28a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Unimodal +FT"}. This record does not assert independent reproduction. ### TuckER+FT MRR: 15.03. Result ID: 69d36b7e47f34ce924bb28a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Unimodal +FT"}. This record does not assert independent reproduction. ### MMDistMult+FT MRR: 12.47. Result ID: 69d36b7e47f34ce924bb28ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Multimodal +FT"}. This record does not assert independent reproduction. ### RotatE+EWC MRR: 11.56. Result ID: 69d36b7e47f34ce924bb28a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction. ### DistMult+EWC MRR: 11.27. Result ID: 69d36b7e47f34ce924bb28a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction. ### MMTransE+Replay MRR: 11.25. Result ID: 69d36b7e47f34ce924bb28b1. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Multimodal +CL"}. This record does not assert independent reproduction. ### DistMult+FT MRR: 10.98. Result ID: 69d36b7e47f34ce924bb28a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Unimodal +FT"}. This record does not assert independent reproduction. ### TransE+Replay MRR: 10.95. Result ID: 69d36b7e47f34ce924bb28a6. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction. ### MMTransE+EWC MRR: 10.89. Result ID: 69d36b7e47f34ce924bb28b0. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Multimodal +CL"}. This record does not assert independent reproduction. ### MMRotatE+FT MRR: 10.74. Result ID: 69d36b7e47f34ce924bb28af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Multimodal +FT"}. This record does not assert independent reproduction. ### MMTransE+FT MRR: 10.38. Result ID: 69d36b7e47f34ce924bb28ad. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Multimodal +FT"}. This record does not assert independent reproduction. ### TransE+EWC MRR: 10.37. Result ID: 69d36b7e47f34ce924bb28a5. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction. ### TransE+FT MRR: 10.24. Result ID: 69d36b7e47f34ce924bb28a1. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unimodal +FT"}. This record does not assert independent reproduction. ### TuckER+EWC MRR: 7.12. Result ID: 69d36b7e47f34ce924bb28aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.