# Link Prediction on ogbl-wikikg2 v1 (test)

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

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

Data updated: 2026-02-26T05:50:21.874Z

Evaluation of Link Prediction performance on the test split of the ogbl-wikikg2 v1 dataset, typically measured using 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 (test) |
| Metric | MRR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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-test.md?metric=MRR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| NodePiece + AutoSF (rel. context) | 0.592 | Not recorded | 68fa6bb41e209131cea2fb15 |
| NodePiece + AutoSF | 0.57 | Not recorded | 68fa6bb41e209131cea2fb15 |
| NodePiece + AutoSF (anc. dists) | 0.57 | Not recorded | 68fa6bb41e209131cea2fb15 |
| AutoSF | 0.546 | Not recorded | 68fa6bb41e209131cea2fb15 |
| AutoSF | 0.5222 | Not recorded | 68fa6c751e209131cea34064 |
| PairRE | 0.521 | Not recorded | 68fa6bb41e209131cea2fb15 |
| PairRE | 0.5208 | Not recorded | 68fa69ee1e209131cea25025 |
| AutoSF | 0.5186 | Not recorded | 68fa6c751e209131cea34064 |
| ComplEx | 0.4942 | Not recorded | 68fa6c751e209131cea34064 |
| PairRE | 0.4849 | Not recorded | 68fa69ee1e209131cea25025 |
| DistMult | 0.4837 | Not recorded | 68fa6c751e209131cea34064 |
| NodePiece + AutoSF (no anchors) | 0.476 | Not recorded | 68fa6bb41e209131cea2fb15 |
| TransE | 0.4739 | Not recorded | 68fa6c751e209131cea34064 |
| RotatE | 0.4332 | Not recorded | 68fa69ee1e209131cea25025 |
| RotatE | 0.433 | Not recorded | 68fa6bb41e209131cea2fb15 |
| TransE | 0.426 | Not recorded | 68fa6bb41e209131cea2fb15 |
| TransE | 0.4256 | Not recorded | 68fa69ee1e209131cea25025 |
| TransE | 0.4256 | Not recorded | 68fa6c751e209131cea34064 |
| ComplEx | 0.4027 | Not recorded | 68fa69ee1e209131cea25025 |
| ComplEx | 0.4027 | Not recorded | 68fa6c751e209131cea34064 |
| ComplEx | 0.3804 | Not recorded | 68fa69ee1e209131cea25025 |
| DistMult | 0.3729 | Not recorded | 68fa69ee1e209131cea25025 |
| DistMult | 0.3729 | Not recorded | 68fa6c751e209131cea34064 |
| DistMult | 0.3447 | Not recorded | 68fa69ee1e209131cea25025 |
| RotatE | 0.2944 | Not recorded | 68fa6c751e209131cea34064 |
| TransE | 0.2622 | Not recorded | 68fa69ee1e209131cea25025 |
| RotatE | 0.253 | Not recorded | 68fa69ee1e209131cea25025 |
| RotatE | 0.253 | Not recorded | 68fa6c751e209131cea34064 |

### NodePiece + AutoSF (rel. context)

MRR: 0.592. Result ID: 698e9e3cffc3901de09f2f62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Implementation](<https://github.com/migalkin/NodePiece>)

Recorded evaluation configuration: {"#Params":"5.9M","Ablation/Mode":"rel. context"}. This record does not assert independent reproduction.

### NodePiece + AutoSF

MRR: 0.57. Result ID: 698e9e3cffc3901de09f2f61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Implementation](<https://github.com/migalkin/NodePiece>)

Recorded evaluation configuration: {"#Params":"6.9M","Ablation/Mode":"Full"}. This record does not assert independent reproduction.

### NodePiece + AutoSF (anc. dists)

MRR: 0.57. Result ID: 698e9e3cffc3901de09f2f63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Implementation](<https://github.com/migalkin/NodePiece>)

Recorded evaluation configuration: {"#Params":"6.9M","Ablation/Mode":"anc. dists"}. This record does not assert independent reproduction.

### AutoSF

MRR: 0.546. Result ID: 698e9e3cffc3901de09f2f65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67241e209131cea149fb.md>)

Recorded evaluation configuration: {"#Params":"500M"}. This record does not assert independent reproduction.

### AutoSF

MRR: 0.5222. Result ID: 698f14463a6c314849f58f23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner","dimension size":100}. This record does not assert independent reproduction.

### PairRE

MRR: 0.521. Result ID: 698e9e3cffc3901de09f2f66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

Recorded evaluation configuration: {"#Params":"500M"}. This record does not assert independent reproduction.

### PairRE

MRR: 0.5208. Result ID: 698df5a1ffc3901de099c54a.

[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.

### AutoSF

MRR: 0.5186. Result ID: 698f14463a6c314849f58f1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board","dimension size":100}. This record does not assert independent reproduction.

### ComplEx

MRR: 0.4942. Result ID: 698f14463a6c314849f58f22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner","dimension size":100}. This record does not assert independent reproduction.

### PairRE

MRR: 0.4849. Result ID: 698df5a1ffc3901de099c545.

[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.

### DistMult

MRR: 0.4837. Result ID: 698f14463a6c314849f58f21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner","dimension size":100}. This record does not assert independent reproduction.

### NodePiece + AutoSF (no anchors)

MRR: 0.476. Result ID: 698e9e3cffc3901de09f2f64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

[Implementation](<https://github.com/migalkin/NodePiece>)

Recorded evaluation configuration: {"#Params":"1.3M","Ablation/Mode":"no anchors"}. This record does not assert independent reproduction.

### TransE

MRR: 0.4739. Result ID: 698f14463a6c314849f58f1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner","dimension size":100}. This record does not assert independent reproduction.

### RotatE

MRR: 0.4332. Result ID: 698df5a1ffc3901de099c549.

[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.

### RotatE

MRR: 0.433. Result ID: 698e9e3cffc3901de09f2f67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

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

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

Recorded evaluation configuration: {"#Params":"1250M"}. This record does not assert independent reproduction.

### TransE

MRR: 0.426. Result ID: 698e9e3cffc3901de09f2f68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb15.md>)

Recorded evaluation configuration: {"#Params":"1250M"}. This record does not assert independent reproduction.

### TransE

MRR: 0.4256. Result ID: 698df5a1ffc3901de099c546.

[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.

### TransE

MRR: 0.4256. Result ID: 698f14463a6c314849f58f1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board","dimension size":100}. This record does not assert independent reproduction.

### ComplEx

MRR: 0.4027. Result ID: 698df5a1ffc3901de099c548.

[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: 0.4027. Result ID: 698f14463a6c314849f58f1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board","dimension size":100}. This record does not assert independent reproduction.

### ComplEx

MRR: 0.3804. Result ID: 698df5a1ffc3901de099c543.

[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: 0.3729. Result ID: 698df5a1ffc3901de099c547.

[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: 0.3729. Result ID: 698f14463a6c314849f58f1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board","dimension size":100}. This record does not assert independent reproduction.

### DistMult

MRR: 0.3447. Result ID: 698df5a1ffc3901de099c542.

[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: 0.2944. Result ID: 698f14463a6c314849f58f20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"KGTuner","dimension size":100}. This record does not assert independent reproduction.

### TransE

MRR: 0.2622. Result ID: 698df5a1ffc3901de099c541.

[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: 0.253. Result ID: 698df5a1ffc3901de099c544.

[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.

### RotatE

MRR: 0.253. Result ID: 698f14463a6c314849f58f1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea34064.md>)

[Implementation](<https://github.com/AutoML-Research/KGTuner>)

Recorded evaluation configuration: {"Hyperparameter Source":"original OGB board","dimension size":100}. This record does not assert independent reproduction.

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