# Link Prediction on WN18RR originally reported recent (test)

Source: [Link Prediction on WN18RR originally reported recent (test)](<https://www.sota2.com/research/sota/link-prediction-on-wn18rr-originally-reported-recent-test>)

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

Data updated: 2026-02-26T05:50:21.320Z

Evaluation of Link Prediction performance on the WN18RR knowledge graph dataset, specifically using the set reported as 'originally reported recent' within the test split.

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) | WN18RR originally reported recent (test) |
| Metric | MRR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-wn18rr-originally-reported-recent-test.md?metric=MRR>): Higher is better; unit: SCALAR.

- [MR](<https://www.sota2.com/research/sota/link-prediction-on-wn18rr-originally-reported-recent-test.md?metric=MR>): Lower is better; unit: SCALAR.

- [H@1](<https://www.sota2.com/research/sota/link-prediction-on-wn18rr-originally-reported-recent-test.md?metric=H%401>): Higher is better; unit: SCALAR.

- [H@3](<https://www.sota2.com/research/sota/link-prediction-on-wn18rr-originally-reported-recent-test.md?metric=H%403>): Higher is better; unit: SCALAR.

- [H@10](<https://www.sota2.com/research/sota/link-prediction-on-wn18rr-originally-reported-recent-test.md?metric=H%4010>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| HAKE | 0.497 | Not recorded | 68fa6b9b1e209131cea2f426 |
| DensE | 0.492 | Not recorded | 68fa6b9b1e209131cea2f426 |
| Rotate3D | 0.489 | Not recorded | 68fa6b9b1e209131cea2f426 |
| QuatE | 0.481 | Not recorded | 68fa6b9b1e209131cea2f426 |
| D4-STE | 0.48 | Not recorded | 68fa6b9b1e209131cea2f426 |
| NagE | 0.477 | Not recorded | 68fa6b9b1e209131cea2f426 |
| RotatE | 0.476 | Not recorded | 68fa6b9b1e209131cea2f426 |
| TuckER | 0.47 | Not recorded | 68fa6b9b1e209131cea2f426 |
| ComplEx | 0.44 | Not recorded | 68fa6b9b1e209131cea2f426 |
| DistMult | 0.43 | Not recorded | 68fa6b9b1e209131cea2f426 |
| RESCAL | 0.42 | Not recorded | 68fa6b9b1e209131cea2f426 |
| TransE | 0.226 | Not recorded | 68fa6b9b1e209131cea2f426 |

### HAKE

MRR: 0.497. Result ID: 698e997bffc3901de09f04ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea32877.md>)

[Implementation](<https://github.com/MIRALab-USTC/KGE-HAKE>)

Recorded evaluation configuration: {"Reporting Category":"Recent"}. This record does not assert independent reproduction.

### DensE

MRR: 0.492. Result ID: 698e997bffc3901de09f04af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

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

### Rotate3D

MRR: 0.489. Result ID: 698e997bffc3901de09f04ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

Recorded evaluation configuration: {"Reporting Category":"Recent"}. This record does not assert independent reproduction.

### QuatE

MRR: 0.481. Result ID: 698e997bffc3901de09f04aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

Recorded evaluation configuration: {"Reporting Category":"Recent"}. This record does not assert independent reproduction.

### D4-STE

MRR: 0.48. Result ID: 698e997bffc3901de09f04ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ad1e209131cea11a45.md>)

Recorded evaluation configuration: {"Reporting Category":"Recent"}. This record does not assert independent reproduction.

### NagE

MRR: 0.477. Result ID: 698e997bffc3901de09f04a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa574b1e209131ce9a4418.md>)

Recorded evaluation configuration: {"Reporting Category":"Recent"}. This record does not assert independent reproduction.

### RotatE

MRR: 0.476. Result ID: 698e997bffc3901de09f04a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

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

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

Recorded evaluation configuration: {"Reporting Category":"Recent"}. This record does not assert independent reproduction.

### TuckER

MRR: 0.47. Result ID: 698e997bffc3901de09f04ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

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

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

Recorded evaluation configuration: {"Reporting Category":"Recent"}. This record does not assert independent reproduction.

### ComplEx

MRR: 0.44. Result ID: 698e997bffc3901de09f04a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea05517.md>)

[Implementation](<https://github.com/TimDettmers/ConvE>)

Recorded evaluation configuration: {"Reporting Category":"First"}. This record does not assert independent reproduction.

### DistMult

MRR: 0.43. Result ID: 698e997bffc3901de09f04a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea05517.md>)

[Implementation](<https://github.com/TimDettmers/ConvE>)

Recorded evaluation configuration: {"Reporting Category":"First"}. This record does not assert independent reproduction.

### RESCAL

MRR: 0.42. Result ID: 698e997bffc3901de09f04a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65541e209131cea09bca.md>)

Recorded evaluation configuration: {"Reporting Category":"First"}. This record does not assert independent reproduction.

### TransE

MRR: 0.226. Result ID: 698e997bffc3901de09f04a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f426.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64be1e209131cea0634e.md>)

[Implementation](<https://github.com/daiquocnguyen/ConvKB>)

Recorded evaluation configuration: {"Reporting Category":"First"}. This record does not assert independent reproduction.

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