# Link Prediction on ogbl-wikikg2 v1 (val)

Source: [Link Prediction on ogbl-wikikg2 v1 (val)](<https://www.sota2.com/research/sota/link-prediction-on-ogbl-wikikg2-v1-val>)

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

Data updated: 2026-02-26T05:50:20.809Z

Evaluation of Link Prediction performance on the validation split of the ogbl-wikikg2 v1 dataset, typically measured using metrics like 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-wikikg2 v1 (val) |
| Metric | MRR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-ogbl-wikikg2-v1-val.md?metric=MRR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| PairRE | 0.5423 | Not recorded | 68fa69ee1e209131cea25025 |
| PairRE | 0.4941 | Not recorded | 68fa69ee1e209131cea25025 |
| RotatE | 0.4353 | Not recorded | 68fa69ee1e209131cea25025 |
| TransE | 0.4272 | Not recorded | 68fa69ee1e209131cea25025 |
| ComplEx | 0.3759 | Not recorded | 68fa69ee1e209131cea25025 |
| ComplEx | 0.3534 | Not recorded | 68fa69ee1e209131cea25025 |
| DistMult | 0.3506 | Not recorded | 68fa69ee1e209131cea25025 |
| DistMult | 0.315 | Not recorded | 68fa69ee1e209131cea25025 |
| TransE | 0.2465 | Not recorded | 68fa69ee1e209131cea25025 |
| RotatE | 0.225 | Not recorded | 68fa69ee1e209131cea25025 |

### PairRE

MRR: 0.5423. Result ID: 698df5a1ffc3901de099c554.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Implementation](<https://github.com/alipay/KnowledgeGraphEmbeddingsViaPairedRelationVectors_PairRE>)

Recorded evaluation configuration: {"Dimension":"200"}. This record does not assert independent reproduction.

### PairRE

MRR: 0.4941. Result ID: 698df5a1ffc3901de099c54f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Implementation](<https://github.com/alipay/KnowledgeGraphEmbeddingsViaPairedRelationVectors_PairRE>)

Recorded evaluation configuration: {"Dimension":"100"}. This record does not assert independent reproduction.

### RotatE

MRR: 0.4353. Result ID: 698df5a1ffc3901de099c553.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: {"Dimension":"250+"}. This record does not assert independent reproduction.

### TransE

MRR: 0.4272. Result ID: 698df5a1ffc3901de099c550.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: {"Dimension":"500+"}. This record does not assert independent reproduction.

### ComplEx

MRR: 0.3759. Result ID: 698df5a1ffc3901de099c552.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: {"Dimension":"250†"}. This record does not assert independent reproduction.

### ComplEx

MRR: 0.3534. Result ID: 698df5a1ffc3901de099c54d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: {"Dimension":"50"}. This record does not assert independent reproduction.

### DistMult

MRR: 0.3506. Result ID: 698df5a1ffc3901de099c551.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: {"Dimension":"500+"}. This record does not assert independent reproduction.

### DistMult

MRR: 0.315. Result ID: 698df5a1ffc3901de099c54c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: {"Dimension":"100"}. This record does not assert independent reproduction.

### TransE

MRR: 0.2465. Result ID: 698df5a1ffc3901de099c54b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: {"Dimension":"100"}. This record does not assert independent reproduction.

### RotatE

MRR: 0.225. Result ID: 698df5a1ffc3901de099c54e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: {"Dimension":"50"}. This record does not assert independent reproduction.

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