# Link Prediction on WN18RR transductive (test)

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

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

Data updated: 2026-02-26T05:50:23.416Z

Evaluation of Link Prediction performance on the transductive test split of the WN18RR knowledge graph dataset, typically measured using metrics like MRR and Hits@K.

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 transductive (test) |
| Metric | MRR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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-transductive-test.md?metric=MRR>): Higher is better; unit: SCALAR.

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

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

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

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

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| kNN-KGE | 0.579 | Not recorded | 68fa70231e209131cea49501 |
| NBFNet | 0.551 | Not recorded | 68fa6e911e209131cea40af5 |
| KGT5 | 0.508 | Not recorded | 68fa70231e209131cea49501 |
| DRUM | 0.486 | Not recorded | 68fa6e911e209131cea40af5 |
| ATTH | 0.486 | Not recorded | 68fa70231e209131cea49501 |
| kNN-KGE (w/o KS) | 0.481 | Not recorded | 68fa70231e209131cea49501 |
| RotatE | 0.476 | Not recorded | 68fa69b61e209131cea23a6a |
| RotatE | 0.476 | Not recorded | 68fa6e911e209131cea40af5 |
| RotatE | 0.476 | Not recorded | 68fa70231e209131cea49501 |
| TuckER | 0.47 | Not recorded | 68fa70231e209131cea49501 |
| GDGNN | 0.462 | Not recorded | 68fa6e911e209131cea40af5 |
| ComplEx | 0.449 | Not recorded | 68fa70231e209131cea49501 |
| DistMult | 0.444 | Not recorded | 68fa70231e209131cea49501 |
| Complex | 0.44 | Not recorded | 68fa69b61e209131cea23a6a |
| NeuralLP | 0.435 | Not recorded | 68fa6e911e209131cea40af5 |
| GDGNN | 0.432 | Not recorded | 68fa6e911e209131cea40af5 |
| DistMult | 0.43 | Not recorded | 68fa69b61e209131cea23a6a |
| RGCN | 0.402 | Not recorded | 68fa6e911e209131cea40af5 |
| StAR | 0.401 | Not recorded | 68fa70231e209131cea49501 |
| MTL-KGC | 0.331 | Not recorded | 68fa70231e209131cea49501 |
| BERT-TransE | 0.325 | Not recorded | 68fa69b61e209131cea23a6a |
| BERT-DistMult | 0.314 | Not recorded | 68fa69b61e209131cea23a6a |
| TransE | 0.243 | Not recorded | 68fa70231e209131cea49501 |
| KG-BERT | 0.242 | Not recorded | 68fa69b61e209131cea23a6a |
| TransE | 0.226 | Not recorded | 68fa69b61e209131cea23a6a |
| TransE | 0.226 | Not recorded | 68fa6e911e209131cea40af5 |
| BE-DKRL | 0.222 | Not recorded | 68fa69b61e209131cea23a6a |
| KG-BERT | 0.216 | Not recorded | 68fa70231e209131cea49501 |
| BE-BOW | 0.193 | Not recorded | 68fa69b61e209131cea23a6a |
| R-GCN | 0.123 | Not recorded | 68fa70231e209131cea49501 |

### kNN-KGE

MRR: 0.579. Result ID: 699120b13a6c31484905e5d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Implementation](<https://github.com/zjunlp/KNN-KG>)

Recorded evaluation configuration: {"knowledge\_store":true,"masked\_entity\_modeling":true}. This record does not assert independent reproduction.

### NBFNet

MRR: 0.551. Result ID: 699036493a6c314849fef027.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba71e209131cea2f97e.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KGT5

MRR: 0.508. Result ID: 699120b13a6c31484905e5d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea32008.md>)

[Implementation](<https://github.com/apoorvumang/kgt5>)

Recorded evaluation configuration: {"approach":"Textual encoding approach"}. This record does not assert independent reproduction.

### DRUM

MRR: 0.486. Result ID: 699036493a6c314849fef022.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669a1e209131cea114f4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ATTH

MRR: 0.486. Result ID: 699120b13a6c31484905e5ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67781e209131cea168a8.md>)

[Implementation](<https://github.com/tensorflow/neural-structured-learning/tree/master/research/kg_hyp_emb>)

Recorded evaluation configuration: {"approach":"Graph embedding approach"}. This record does not assert independent reproduction.

### kNN-KGE (w/o KS)

MRR: 0.481. Result ID: 699120b13a6c31484905e5d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Implementation](<https://github.com/zjunlp/KNN-KG>)

Recorded evaluation configuration: {"knowledge\_store":false,"masked\_entity\_modeling":true}. This record does not assert independent reproduction.

### RotatE

MRR: 0.476. Result ID: 698ddbbdffc3901de099283c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

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

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

Recorded evaluation configuration: {"method\_type":"transductive"}. This record does not assert independent reproduction.

### RotatE

MRR: 0.476. Result ID: 699036493a6c314849fef025.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RotatE

MRR: 0.476. Result ID: 699120b13a6c31484905e5cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

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

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

Recorded evaluation configuration: {"approach":"Graph embedding approach"}. This record does not assert independent reproduction.

### TuckER

MRR: 0.47. Result ID: 699120b13a6c31484905e5cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

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

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

Recorded evaluation configuration: {"approach":"Graph embedding approach"}. This record does not assert independent reproduction.

### GDGNN

MRR: 0.462. Result ID: 699036493a6c314849fef028.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

[Implementation](<https://github.com/woodcutter1998/gdgnn>)

Recorded evaluation configuration: {"geodesic\_variant":"vertical"}. This record does not assert independent reproduction.

### ComplEx

MRR: 0.449. Result ID: 699120b13a6c31484905e5cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

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

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

Recorded evaluation configuration: {"approach":"Graph embedding approach"}. This record does not assert independent reproduction.

### DistMult

MRR: 0.444. Result ID: 699120b13a6c31484905e5c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

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

Recorded evaluation configuration: {"approach":"Graph embedding approach"}. This record does not assert independent reproduction.

### Complex

MRR: 0.44. Result ID: 698ddbbdffc3901de099283b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

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

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

Recorded evaluation configuration: {"method\_type":"transductive"}. This record does not assert independent reproduction.

### NeuralLP

MRR: 0.435. Result ID: 699036493a6c314849fef023.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d01e209131cea00e10.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GDGNN

MRR: 0.432. Result ID: 699036493a6c314849fef029.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

[Implementation](<https://github.com/woodcutter1998/gdgnn>)

Recorded evaluation configuration: {"geodesic\_variant":"horizontal"}. This record does not assert independent reproduction.

### DistMult

MRR: 0.43. Result ID: 698ddbbdffc3901de099283a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

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

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

Recorded evaluation configuration: {"method\_type":"transductive"}. This record does not assert independent reproduction.

### RGCN

MRR: 0.402. Result ID: 699036493a6c314849fef026.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63be1e209131cea00a2d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### StAR

MRR: 0.401. Result ID: 699120b13a6c31484905e5d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa695e1e209131cea21d79.md>)

[Implementation](<https://github.com/wangbo9719/StAR_KGC>)

Recorded evaluation configuration: {"approach":"Textual encoding approach"}. This record does not assert independent reproduction.

### MTL-KGC

MRR: 0.331. Result ID: 699120b13a6c31484905e5d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

Recorded evaluation configuration: {"approach":"Textual encoding approach"}. This record does not assert independent reproduction.

### BERT-TransE

MRR: 0.325. Result ID: 698ddbbdffc3901de0992840.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

[Implementation](<https://github.com/dfdazac/blp>)

Recorded evaluation configuration: {"method\_type":"inductive (using descriptions)","evaluated\_in":"transductive setting","backbone":"BERT-base"}. This record does not assert independent reproduction.

### BERT-DistMult

MRR: 0.314. Result ID: 698ddbbdffc3901de0992841.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

[Implementation](<https://github.com/dfdazac/blp>)

Recorded evaluation configuration: {"method\_type":"inductive (using descriptions)","evaluated\_in":"transductive setting","backbone":"BERT-base"}. This record does not assert independent reproduction.

### TransE

MRR: 0.243. Result ID: 699120b13a6c31484905e5c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

Recorded evaluation configuration: {"approach":"Graph embedding approach"}. This record does not assert independent reproduction.

### KG-BERT

MRR: 0.242. Result ID: 698ddbbdffc3901de099283d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66551e209131cea0f8e0.md>)

[Implementation](<https://github.com/yao8839836/kg-bert>)

Recorded evaluation configuration: {"method\_type":"inductive (using descriptions)","evaluated\_in":"transductive setting"}. This record does not assert independent reproduction.

### TransE

MRR: 0.226. Result ID: 698ddbbdffc3901de0992839.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

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

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

Recorded evaluation configuration: {"method\_type":"transductive"}. This record does not assert independent reproduction.

### TransE

MRR: 0.226. Result ID: 699036493a6c314849fef024.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40af5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BE-DKRL

MRR: 0.222. Result ID: 698ddbbdffc3901de099283f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

Recorded evaluation configuration: {"method\_type":"inductive (using descriptions)","evaluated\_in":"transductive setting"}. This record does not assert independent reproduction.

### KG-BERT

MRR: 0.216. Result ID: 699120b13a6c31484905e5cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66551e209131cea0f8e0.md>)

[Implementation](<https://github.com/yao8839836/kg-bert>)

Recorded evaluation configuration: {"approach":"Textual encoding approach"}. This record does not assert independent reproduction.

### BE-BOW

MRR: 0.193. Result ID: 698ddbbdffc3901de099283e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a6a.md>)

Recorded evaluation configuration: {"method\_type":"inductive (using descriptions)","evaluated\_in":"transductive setting"}. This record does not assert independent reproduction.

### R-GCN

MRR: 0.123. Result ID: 699120b13a6c31484905e5ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70231e209131cea49501.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63be1e209131cea00a2d.md>)

Recorded evaluation configuration: {"approach":"Graph embedding approach"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.