# Link Prediction on MKG-W Equal split

Source: [Link Prediction on MKG-W Equal split](<https://www.sota2.com/research/sota/link-prediction-on-mkg-w-equal-split>)

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

Data updated: 2026-04-06T08:14:57.087Z

Evaluation of Link Prediction performance on the MKG-W dataset using the Equal 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 Equal split |
| Metric | MRR |
| Unit | SCALAR |
| 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-w-equal-split.md?metric=MRR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| MRCKG | 0.2183 | Not recorded | 69d33dda7d0172140ec734f4 |
| IncDE | 0.2034 | Not recorded | 69d33dda7d0172140ec734f4 |
| FastKGE | 0.1697 | Not recorded | 69d33dda7d0172140ec734f4 |
| ComplEx+EWC | 0.1342 | Not recorded | 69d33dda7d0172140ec734f4 |
| ComplEx+FT | 0.1308 | Not recorded | 69d33dda7d0172140ec734f4 |
| TuckER+FT | 0.1276 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMDistMult+FT | 0.1064 | Not recorded | 69d33dda7d0172140ec734f4 |
| RotatE+EWC | 0.0986 | Not recorded | 69d33dda7d0172140ec734f4 |
| DistMult+EWC | 0.0973 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMTransE+Replay | 0.0946 | Not recorded | 69d33dda7d0172140ec734f4 |
| DistMult+FT | 0.0942 | Not recorded | 69d33dda7d0172140ec734f4 |
| TransE+Replay | 0.0938 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMTransE+EWC | 0.0912 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMRotatE+FT | 0.0893 | Not recorded | 69d33dda7d0172140ec734f4 |
| TransE+EWC | 0.0879 | Not recorded | 69d33dda7d0172140ec734f4 |
| TransE+FT | 0.0867 | Not recorded | 69d33dda7d0172140ec734f4 |
| MMTransE+FT | 0.0858 | Not recorded | 69d33dda7d0172140ec734f4 |
| TuckER+EWC | 0.0598 | Not recorded | 69d33dda7d0172140ec734f4 |

### MRCKG

MRR: 0.2183. Result ID: 69d36b7e47f34ce924bb28c4.

[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: 0.2034. Result ID: 69d36b7e47f34ce924bb28bd.

[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: 0.1697. Result ID: 69d36b7e47f34ce924bb28be.

[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: 0.1342. Result ID: 69d36b7e47f34ce924bb28ba.

[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: 0.1308. Result ID: 69d36b7e47f34ce924bb28b5.

[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: 0.1276. Result ID: 69d36b7e47f34ce924bb28b6.

[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: 0.1064. Result ID: 69d36b7e47f34ce924bb28c0.

[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: 0.0986. Result ID: 69d36b7e47f34ce924bb28bb.

[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: 0.0973. Result ID: 69d36b7e47f34ce924bb28b9.

[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.

### MMTransE+Replay

MRR: 0.0946. Result ID: 69d36b7e47f34ce924bb28c3.

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

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

### DistMult+FT

MRR: 0.0942. Result ID: 69d36b7e47f34ce924bb28b4.

[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.

### TransE+Replay

MRR: 0.0938. Result ID: 69d36b7e47f34ce924bb28b8.

[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: 0.0912. Result ID: 69d36b7e47f34ce924bb28c2.

[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: 0.0893. Result ID: 69d36b7e47f34ce924bb28c1.

[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: 0.0879. Result ID: 69d36b7e47f34ce924bb28b7.

[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: 0.0867. Result ID: 69d36b7e47f34ce924bb28b3.

[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: 0.0858. Result ID: 69d36b7e47f34ce924bb28bf.

[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: 0.0598. Result ID: 69d36b7e47f34ce924bb28bc.

[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.

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