# Link Prediction on MKG-Y (Higher split)

Source: [Link Prediction on MKG-Y (Higher split)](<https://www.sota2.com/research/sota/link-prediction-on-mkg-y-higher-split>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-06T08:14:57.169Z

Evaluation of Link Prediction performance on the MKG-Y 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-Y (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](<https://www.sota2.com/research/sota/link-prediction-on-mkg-y-higher-split.md?metric=MRR>): Higher is better; unit: PERCENT.

- [Hits@10](<https://www.sota2.com/research/sota/link-prediction-on-mkg-y-higher-split.md?metric=Hits%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| MRCKG | 32.85 | Not recorded | 69d33dda7d0172140ec734f4 |
| IncDE | 31.86 | Not recorded | 69d33dda7d0172140ec734f4 |
| FastKGE | 30.82 | Not recorded | 69d33dda7d0172140ec734f4 |
| ComplEx+EWC | 23.62 | Not recorded | 69d33dda7d0172140ec734f4 |
| ComplEx+FT | 23.16 | Not recorded | 69d33dda7d0172140ec734f4 |
| TuckER+FT | 22.74 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMDistMult+FT | 18.96 | Not recorded | 69d33dda7d0172140ec734f4 |
| RotatE+EWC | 17.93 | Not recorded | 69d33dda7d0172140ec734f4 |
| DistMult+EWC | 17.58 | Not recorded | 69d33dda7d0172140ec734f4 |
| DistMult+FT | 17.25 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMTransE+Replay | 17.04 | Not recorded | 69d33dda7d0172140ec734f4 |
| TransE+Replay | 16.72 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMTransE+EWC | 16.57 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMRotatE+FT | 16.35 | Not recorded | 69d33dda7d0172140ec734f4 |
| TransE+EWC | 16.04 | Not recorded | 69d33dda7d0172140ec734f4 |
| TransE+FT | 15.87 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMTransE+FT | 15.79 | Not recorded | 69d33dda7d0172140ec734f4 |
| TuckER+EWC | 11.78 | Not recorded | 69d33dda7d0172140ec734f4 |

### MRCKG

MRR: 32.85. Result ID: 69d36b7e47f34ce924bb28e8.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

Recorded evaluation configuration: {"Setting":"Ours"}. This record does not assert independent reproduction.

### IncDE

MRR: 31.86. Result ID: 69d36b7e47f34ce924bb28e1.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5ad88.md>)

Recorded evaluation configuration: {"Setting":"Dedicated CKGE"}. This record does not assert independent reproduction.

### FastKGE

MRR: 30.82. Result ID: 69d36b7e47f34ce924bb28e2.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74011e209131cea5f2bf.md>)

Recorded evaluation configuration: {"Setting":"Dedicated CKGE"}. This record does not assert independent reproduction.

### ComplEx+EWC

MRR: 23.62. Result ID: 69d36b7e47f34ce924bb28de.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa325.md>)

[Implementation](<https://github.com/ttrouill/complex>)

Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction.

### ComplEx+FT

MRR: 23.16. Result ID: 69d36b7e47f34ce924bb28d9.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa325.md>)

[Implementation](<https://github.com/ttrouill/complex>)

Recorded evaluation configuration: {"Setting":"Unimodal +FT"}. This record does not assert independent reproduction.

### TuckER+FT

MRR: 22.74. Result ID: 69d36b7e47f34ce924bb28da.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669d1e209131cea11703.md>)

[Implementation](<https://github.com/ibalazevic/TuckER>)

Recorded evaluation configuration: {"Setting":"Unimodal +FT"}. This record does not assert independent reproduction.

### MMDistMult+FT

MRR: 18.96. Result ID: 69d36b7e47f34ce924bb28e4.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62101e209131ce9f7304.md>)

Recorded evaluation configuration: {"Setting":"Multimodal +FT"}. This record does not assert independent reproduction.

### RotatE+EWC

MRR: 17.93. Result ID: 69d36b7e47f34ce924bb28df.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65671e209131cea0a144.md>)

[Implementation](<https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding>)

Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction.

### DistMult+EWC

MRR: 17.58. Result ID: 69d36b7e47f34ce924bb28dd.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62101e209131ce9f7304.md>)

Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction.

### DistMult+FT

MRR: 17.25. Result ID: 69d36b7e47f34ce924bb28d8.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62101e209131ce9f7304.md>)

Recorded evaluation configuration: {"Setting":"Unimodal +FT"}. This record does not assert independent reproduction.

### MMTransE+Replay

MRR: 17.04. Result ID: 69d36b7e47f34ce924bb28e7.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

Recorded evaluation configuration: {"Setting":"Multimodal +CL"}. This record does not assert independent reproduction.

### TransE+Replay

MRR: 16.72. Result ID: 69d36b7e47f34ce924bb28dc.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction.

### MMTransE+EWC

MRR: 16.57. Result ID: 69d36b7e47f34ce924bb28e6.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

Recorded evaluation configuration: {"Setting":"Multimodal +CL"}. This record does not assert independent reproduction.

### MMRotatE+FT

MRR: 16.35. Result ID: 69d36b7e47f34ce924bb28e5.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65671e209131cea0a144.md>)

[Implementation](<https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding>)

Recorded evaluation configuration: {"Setting":"Multimodal +FT"}. This record does not assert independent reproduction.

### TransE+EWC

MRR: 16.04. Result ID: 69d36b7e47f34ce924bb28db.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

Recorded evaluation configuration: {"Setting":"Unimodal +CL"}. This record does not assert independent reproduction.

### TransE+FT

MRR: 15.87. Result ID: 69d36b7e47f34ce924bb28d7.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

Recorded evaluation configuration: {"Setting":"Unimodal +FT"}. This record does not assert independent reproduction.

### MMTransE+FT

MRR: 15.79. Result ID: 69d36b7e47f34ce924bb28e3.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

Recorded evaluation configuration: {"Setting":"Multimodal +FT"}. This record does not assert independent reproduction.

### TuckER+EWC

MRR: 11.78. Result ID: 69d36b7e47f34ce924bb28e0.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dda7d0172140ec734f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669d1e209131cea11703.md>)

[Implementation](<https://github.com/ibalazevic/TuckER>)

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.