# Link Prediction on WN18RR (test)

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

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

Data updated: 2026-06-29T07:14:45.477Z

Evaluation of Link Prediction performance on the 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 (test) |
| Metric | Hits@10 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 439 of 439 |
| 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

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

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

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

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

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

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

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

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

- [Hits@5](<https://www.sota2.com/research/sota/link-prediction-on-wn18rr-test.md?metric=Hits%405>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Hits@10 | Result date | Report paper |
| --- | --- | --- | --- |
| NodePiece + RotatE | 98.5 | Not recorded | 68fa6bb41e209131cea2fb15 |
| NodePiece + RotatE (no distances) | 97.5 | Not recorded | 68fa6bb41e209131cea2fb15 |
| NodePiece + RotatE (no rel. context) | 95.8 | Not recorded | 68fa6bb41e209131cea2fb15 |
| NodePiece + RotatE (no anchors, rels only) | 94.7 | Not recorded | 68fa6bb41e209131cea2fb15 |
| RotatE | 89.7 | Not recorded | 68fa6bb41e209131cea2fb15 |
| SimKGC | 80 | Not recorded | 68fa756e1e209131cea67df1 |
| PKGC w/ KG-FIT pRotatE's recall | 79.1 | Not recorded | 68fa756e1e209131cea67df1 |
| C-LMKE | 78.9 | Not recorded | 68fa756e1e209131cea67df1 |
| KG-FIT pRotatE w/ SimKGC's Graph-Based Re-Ranking | 74.5 | Not recorded | 68fa756e1e209131cea67df1 |
| StAR (Self-Adp) | 73.2 | Not recorded | 68fa695e1e209131cea21d79 |
| pRotatE | 72.2 | Not recorded | 68fa756e1e209131cea67df1 |
| RotatE | 71.9 | Not recorded | 68fa756e1e209131cea67df1 |
| RotatE | 71.2 | Not recorded | 68fa756e1e209131cea67df1 |
| StAR | 70.9 | Not recorded | 68fa695e1e209131cea21d79 |
| StAR | 70.9 | Not recorded | 68fa6eca1e209131cea42268 |
| StAR | 70.9 | Not recorded | 68fa756e1e209131cea67df1 |
| pRotatE | 69.6 | Not recorded | 68fa756e1e209131cea67df1 |
| HAKE | 69.5 | Not recorded | 68fa756e1e209131cea67df1 |
| CSProm-KG | 67.8 | Not recorded | 68fa756e1e209131cea67df1 |
| StAR (Ensemble) | 67.5 | Not recorded | 68fa695e1e209131cea21d79 |
| NBFNet | 66.6 | Not recorded | 68fa6c141e209131cea32008 |
| KG-S2S | 66.1 | Not recorded | 68fa756e1e209131cea67df1 |
| HAKE | 66 | Not recorded | 68fa756e1e209131cea67df1 |
| GoldE + RicciKGE | 60.9 | Not recorded | 6937ad596cfd488761a4ecc2 |
| KGT5-ComplEx Ensemble | 60.7 | Not recorded | 68fa6c141e209131cea32008 |
| GoldE | 60.7 | Not recorded | 6937ad596cfd488761a4ecc2 |
| OTE | 58.7 | Not recorded | 68fa675e1e209131cea15f19 |
| HA-RotatE | 58.7 | Not recorded | 6a41fbed206542251d7cca16 |
| RotH | 58.6 | Not recorded | 68fa69cc1e209131cea24254 |
| QuatDE | 58.6 | Not recorded | 68fa6a2d1e209131cea26a09 |
| RotH | 58.6 | Not recorded | 68fa6aed1e209131cea2b1c3 |
| DRUM | 58.6 | Not recorded | 68fa6b441e209131cea2d189 |
| DensE | 58.6 | Not recorded | 68fa6b9b1e209131cea2f426 |
| DRUM | 58.6 | Not recorded | 68fa669a1e209131cea114f4 |
| HittER | 58.4 | Not recorded | 68fa6aed1e209131cea2b1c3 |
| HAKE1 | 58.4 | Not recorded | 68fa6b9b1e209131cea2f426 |
| HittER | 58.4 | Not recorded | 68fa723c1e209131cea552b5 |
| GC-OTE | 58.3 | Not recorded | 68fa675e1e209131cea15f19 |
| RelBall | 58.3 | Not recorded | 6a41fbed206542251d7cca16 |
| QuatE | 58.2 | Not recorded | 68fa675e1e209131cea15f19 |
| Quaternion | 58.2 | Not recorded | 68fa69cc1e209131cea24254 |
| QuatE | 58.2 | Not recorded | 68fa6a2d1e209131cea26a09 |
| HAKE | 58.2 | Not recorded | 68fa6b441e209131cea2d189 |
| HAKE2 | 58.2 | Not recorded | 68fa6b9b1e209131cea2f426 |
| HAKE | 58.2 | Not recorded | 68fa6c2c1e209131cea32877 |
| HAKE | 58.2 | Not recorded | 6a41fbed206542251d7cca16 |
| generalized graph attention model | 58.1 | Not recorded | 68fa65d71e209131cea0ca36 |
| SAFRAN | 58.1 | Not recorded | 68fa6b441e209131cea2d189 |
| BLP-TransE | 58 | Not recorded | 68fa69b61e209131cea23a6a |
| ComplEx | 58 | Not recorded | 68fa6aef1e209131cea2b27a |
| GoldE | 58 | Not recorded | 6937ad596cfd488761a4ecc2 |
| RotatE + RicciKGE | 58 | Not recorded | 6937ad596cfd488761a4ecc2 |
| Rotate3D | 57.9 | Not recorded | 68fa6a2d1e209131cea26a09 |
| Rotate3D | 57.9 | Not recorded | 68fa6b9b1e209131cea2f426 |
| HAKE | 57.9 | Not recorded | 68fa756e1e209131cea67df1 |
| Rotate3D | 57.9 | Not recorded | 6a41fbed206542251d7cca16 |
| ComplEx | 57.8 | Not recorded | 68fa6aef1e209131cea2b27a |
| SAFRAN | 57.8 | Not recorded | 68fa6b441e209131cea2d189 |
| LineaRE | 57.8 | Not recorded | 68fa6c581e209131cea336f6 |
| GoldE + RicciKGE | 57.8 | Not recorded | 6937ad596cfd488761a4ecc2 |
| Rot-Pro | 57.7 | Not recorded | 68fa6b181e209131cea2c1a6 |
| AttH + RicciKGE | 57.5 | Not recorded | 6937ad596cfd488761a4ecc2 |
| RotatE | 57.4 | Not recorded | 68fa6b441e209131cea2d189 |
| NagE | 57.4 | Not recorded | 68fa6b9b1e209131cea2f426 |
| MED | 57.4 | Not recorded | 68fa794e1e209131cea7d061 |
| AttH | 57.4 | Not recorded | 6937ad596cfd488761a4ecc2 |
| AttH | 57.3 | Not recorded | 68fa695e1e209131cea21d79 |
| ATTH | 57.3 | Not recorded | 68fa6a2d1e209131cea26a09 |
| RotatE | 57.3 | Not recorded | 6937ad596cfd488761a4ecc2 |
| ComplEx-N3 | 57.2 | Not recorded | 68fa69cc1e209131cea24254 |
| AnyBURL | 57.2 | Not recorded | 68fa6b441e209131cea2d189 |
| AnyBURL | 57.2 | Not recorded | 68fa6b441e209131cea2d189 |
| DensE-Reciprocal | 57.2 | Not recorded | 68fa6b9b1e209131cea2f426 |
| DensE-Adv | 57.2 | Not recorded | 68fa6b9b1e209131cea2f426 |
| RotatE | 57.2 | Not recorded | 68fa756e1e209131cea67df1 |
| QuatE | 57.19 | Not recorded | 68fa6c9b1e209131cea34dc8 |
| RotatE | 57.1 | Not recorded | 68fa66551e209131cea0f8e0 |
| RotatE | 57.1 | Not recorded | 68fa675e1e209131cea15f19 |
| RotatE | 57.1 | Not recorded | 68fa68691e209131cea1bf34 |
| RotatE | 57.1 | Not recorded | 68fa695e1e209131cea21d79 |

### NodePiece + RotatE

Hits@10: 98.5. Result ID: 698e9e3cffc3901de09f2f6f.

[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: {"\|V\|":"500 + 22"}. This record does not assert independent reproduction.

### NodePiece + RotatE (no distances)

Hits@10: 97.5. Result ID: 698e9e3cffc3901de09f2f71.

[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: {"\|V\|":"500 + 22","distances":false}. This record does not assert independent reproduction.

### NodePiece + RotatE (no rel. context)

Hits@10: 95.8. Result ID: 698e9e3cffc3901de09f2f70.

[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: {"\|V\|":"500 + 22","rel\_context":false}. This record does not assert independent reproduction.

### NodePiece + RotatE (no anchors, rels only)

Hits@10: 94.7. Result ID: 698e9e3cffc3901de09f2f72.

[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: {"\|V\|":"0 + 22","anchors":false}. This record does not assert independent reproduction.

### RotatE

Hits@10: 89.7. Result ID: 698e9e3cffc3901de09f2f6e.

[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: {"\|V\|":"40k + 22"}. This record does not assert independent reproduction.

### SimKGC

Hits@10: 80. Result ID: 6993bcd23a6c314849182b74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea314c6.md>)

[Implementation](<https://github.com/intfloat/SimKGC>)

Recorded evaluation configuration: {"PLM":"BERT"}. This record does not assert independent reproduction.

### PKGC w/ KG-FIT pRotatE's recall

Hits@10: 79.1. Result ID: 6993bcd23a6c314849182b81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"X":20}. This record does not assert independent reproduction.

### C-LMKE

Hits@10: 78.9. Result ID: 6993bcd23a6c314849182b71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe91e209131cea481c6.md>)

[Implementation](<https://github.com/Neph0s/LMKE>)

Recorded evaluation configuration: {"PLM":"BERT"}. This record does not assert independent reproduction.

### KG-FIT pRotatE w/ SimKGC's Graph-Based Re-Ranking

Hits@10: 74.5. Result ID: 6993bcd23a6c314849182b82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

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

### StAR (Self-Adp)

Hits@10: 73.2. Result ID: 698da7048b517eb43322e58c.

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

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

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

Recorded evaluation configuration: {"genre":"Our ensemble model"}. This record does not assert independent reproduction.

### pRotatE

Hits@10: 72.2. Result ID: 6993bcd23a6c314849182b7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"Frame":"KG-FIT","H":"LHR"}. This record does not assert independent reproduction.

### RotatE

Hits@10: 71.9. Result ID: 6993bcd23a6c314849182b7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"Frame":"KG-FIT","H":"LHR"}. This record does not assert independent reproduction.

### RotatE

Hits@10: 71.2. Result ID: 6993bcd23a6c314849182b7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"Frame":"KG-FIT","H":"Seed"}. This record does not assert independent reproduction.

### StAR

Hits@10: 70.9. Result ID: 698da7048b517eb43322e58a.

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

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

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

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

### StAR

Hits@10: 70.9. Result ID: 6990428d3a6c314849ff4ba6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eca1e209131cea42268.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.

### StAR

Hits@10: 70.9. Result ID: 6993bcd23a6c314849182b6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

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

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

Recorded evaluation configuration: {"PLM":"RoBERTa"}. This record does not assert independent reproduction.

### pRotatE

Hits@10: 69.6. Result ID: 6993bcd23a6c314849182b79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"Frame":"KG-FIT","H":"Seed"}. This record does not assert independent reproduction.

### HAKE

Hits@10: 69.5. Result ID: 6993bcd23a6c314849182b80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"Frame":"KG-FIT","H":"LHR"}. This record does not assert independent reproduction.

### CSProm-KG

Hits@10: 67.8. Result ID: 6993bcd23a6c314849182b75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70011e209131cea487c8.md>)

Recorded evaluation configuration: {"PLM":"BERT"}. This record does not assert independent reproduction.

### StAR (Ensemble)

Hits@10: 67.5. Result ID: 698da7048b517eb43322e58b.

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

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

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

Recorded evaluation configuration: {"genre":"Our ensemble model"}. This record does not assert independent reproduction.

### NBFNet

Hits@10: 66.6. Result ID: 698ecabcffc3901de0a13a1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea32008.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.

### KG-S2S

Hits@10: 66.1. Result ID: 6993bcd23a6c314849182b73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d741e209131cea3a082.md>)

Recorded evaluation configuration: {"PLM":"T5"}. This record does not assert independent reproduction.

### HAKE

Hits@10: 66. Result ID: 6993bcd23a6c314849182b7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"Frame":"KG-FIT","H":"Seed"}. This record does not assert independent reproduction.

### GoldE + RicciKGE

Hits@10: 60.9. Result ID: 69997be05698665ec4eb4a02.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

Recorded evaluation configuration: {"Embedding dimension":1000,"Distance function":"Orthogonal parameterization"}. This record does not assert independent reproduction.

### KGT5-ComplEx Ensemble

Hits@10: 60.7. Result ID: 698ecabcffc3901de0a13a1c.

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

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

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

Recorded evaluation configuration: {"ensemble":true}. This record does not assert independent reproduction.

### GoldE

Hits@10: 60.7. Result ID: 69997be05698665ec4eb4a01.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73351e209131cea5b285.md>)

Recorded evaluation configuration: {"Embedding dimension":1000,"Distance function":"Orthogonal parameterization"}. This record does not assert independent reproduction.

### OTE

Hits@10: 58.7. Result ID: 698d31a18b517eb4331fb60f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675e1e209131cea15f19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675e1e209131cea15f19.md>)

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

### HA-RotatE

Hits@10: 58.7. Result ID: 6a421b5cfbc373592c872046.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbed206542251d7cca16.md>)

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

### RotH

Hits@10: 58.6. Result ID: 698de53effc3901de0996d33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea24254.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: Not recorded. This record does not assert independent reproduction.

### QuatDE

Hits@10: 58.6. Result ID: 698e1dd5ffc3901de09aeb75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2d1e209131cea26a09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2d1e209131cea26a09.md>)

[Implementation](<https://github.com/hopkin-ghp/QuatDE>)

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

### RotH

Hits@10: 58.6. Result ID: 698e41daffc3901de09c142c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6aed1e209131cea2b1c3.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: {"#Params":"21M"}. This record does not assert independent reproduction.

### DRUM

Hits@10: 58.6. Result ID: 698e74deffc3901de09dc1cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

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

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

### DensE

Hits@10: 58.6. Result ID: 698e997bffc3901de09f046c.

[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\_scheme":"Ours"}. This record does not assert independent reproduction.

### DRUM

Hits@10: 58.6. Result ID: 699ab5645698665ec443312d.

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

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

Recorded evaluation configuration: {"T (Maximum rule length)":3,"Ranking Protocol":"Filtered","Setting":"Transductive"}. This record does not assert independent reproduction.

### HittER

Hits@10: 58.4. Result ID: 698e41daffc3901de09c142d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6aed1e209131cea2b1c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aed1e209131cea2b1c3.md>)

[Implementation](<https://github.com/sanxing-chen/HittER>)

Recorded evaluation configuration: {"#Params":"24M"}. This record does not assert independent reproduction.

### HAKE1

Hits@10: 58.4. Result ID: 698e997bffc3901de09f0466.

[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\_scheme":"Recent"}. This record does not assert independent reproduction.

### HittER

Hits@10: 58.4. Result ID: 699225cb3a6c3148490cecce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa723c1e209131cea552b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aed1e209131cea2b1c3.md>)

[Implementation](<https://github.com/sanxing-chen/HittER>)

Recorded evaluation configuration: {"Framework":"Transformer-based"}. This record does not assert independent reproduction.

### GC-OTE

Hits@10: 58.3. Result ID: 698d31a18b517eb4331fb610.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675e1e209131cea15f19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675e1e209131cea15f19.md>)

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

### RelBall

Hits@10: 58.3. Result ID: 6a421b5cfbc373592c87204e.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbed206542251d7cca16.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fbed206542251d7cca16.md>)

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

### QuatE

Hits@10: 58.2. Result ID: 698d31a18b517eb4331fb60b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675e1e209131cea15f19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11369.md>)

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

### Quaternion

Hits@10: 58.2. Result ID: 698de53effc3901de0996d31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea24254.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: Not recorded. This record does not assert independent reproduction.

### QuatE

Hits@10: 58.2. Result ID: 698e1dd5ffc3901de09aeb74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2d1e209131cea26a09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11369.md>)

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

### HAKE

Hits@10: 58.2. Result ID: 698e74deffc3901de09dc1c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

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

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

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

### HAKE2

Hits@10: 58.2. Result ID: 698e997bffc3901de09f0467.

[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\_scheme":"Recent"}. This record does not assert independent reproduction.

### HAKE

Hits@10: 58.2. Result ID: 698ee7af67eb08d78c866f5e.

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

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

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

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

### HAKE

Hits@10: 58.2. Result ID: 6a421b5cfbc373592c872045.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbed206542251d7cca16.md>)

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

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

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

### generalized graph attention model

Hits@10: 58.1. Result ID: 698ccb628b517eb4331ccc4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65d71e209131cea0ca36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d71e209131cea0ca36.md>)

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

### SAFRAN

Hits@10: 58.1. Result ID: 698e74deffc3901de09dc1d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

[Implementation](<https://github.com/OpenBioLink/SAFRAN>)

Recorded evaluation configuration: {"Aggregation technique":"NRNO","search":"grid"}. This record does not assert independent reproduction.

### BLP-TransE

Hits@10: 58. Result ID: 698ddbbdffc3901de0992824.

[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: {"Evaluation protocol":"dynamic evaluation","Decoder":"TransE"}. This record does not assert independent reproduction.

### ComplEx

Hits@10: 58. Result ID: 698e4254ffc3901de09c1841.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b27a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b27a.md>)

[Implementation](<https://github.com/facebookresearch/ssl-relation-prediction>)

Recorded evaluation configuration: {"Entity Prediction":true,"Relation Prediction":false}. This record does not assert independent reproduction.

### GoldE

Hits@10: 58. Result ID: 69997be05698665ec4eb49f7.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73351e209131cea5b285.md>)

Recorded evaluation configuration: {"Embedding dimension":32,"Distance function":"Orthogonal parameterization"}. This record does not assert independent reproduction.

### RotatE + RicciKGE

Hits@10: 58. Result ID: 69997be05698665ec4eb49fe.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

Recorded evaluation configuration: {"Embedding dimension":1000,"Distance function":"Hadamard rotation"}. This record does not assert independent reproduction.

### Rotate3D

Hits@10: 57.9. Result ID: 698e1dd5ffc3901de09aeb73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2d1e209131cea26a09.md>)

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

### Rotate3D

Hits@10: 57.9. Result ID: 698e997bffc3901de09f0465.

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

Recorded evaluation configuration: {"reporting\_scheme":"Recent"}. This record does not assert independent reproduction.

### HAKE

Hits@10: 57.9. Result ID: 6993bcd23a6c314849182b7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"Frame":"Base"}. This record does not assert independent reproduction.

### Rotate3D

Hits@10: 57.9. Result ID: 6a421b5cfbc373592c87204d.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbed206542251d7cca16.md>)

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

### ComplEx

Hits@10: 57.8. Result ID: 698e4254ffc3901de09c1842.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b27a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b27a.md>)

[Implementation](<https://github.com/facebookresearch/ssl-relation-prediction>)

Recorded evaluation configuration: {"Entity Prediction":true,"Relation Prediction":true}. This record does not assert independent reproduction.

### SAFRAN

Hits@10: 57.8. Result ID: 698e74deffc3901de09dc1d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

[Implementation](<https://github.com/OpenBioLink/SAFRAN>)

Recorded evaluation configuration: {"Aggregation technique":"NRNO","search":"random"}. This record does not assert independent reproduction.

### LineaRE

Hits@10: 57.8. Result ID: 698f06763a6c314849f4fae6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c581e209131cea336f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c581e209131cea336f6.md>)

[Implementation](<https://github.com/pengyanhui/LineaRE>)

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

### GoldE + RicciKGE

Hits@10: 57.8. Result ID: 69997be05698665ec4eb49f8.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

Recorded evaluation configuration: {"Embedding dimension":32,"Distance function":"Orthogonal parameterization"}. This record does not assert independent reproduction.

### Rot-Pro

Hits@10: 57.7. Result ID: 698e5995ffc3901de09cd85c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b181e209131cea2c1a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b181e209131cea2c1a6.md>)

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

### AttH + RicciKGE

Hits@10: 57.5. Result ID: 69997be05698665ec4eb4a00.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

Recorded evaluation configuration: {"Embedding dimension":1000,"Distance function":"Hyperbolic"}. This record does not assert independent reproduction.

### RotatE

Hits@10: 57.4. Result ID: 698e74deffc3901de09dc1c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69161e209131cea201dd.md>)

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

### NagE

Hits@10: 57.4. Result ID: 698e997bffc3901de09f0461.

[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\_scheme":"Recent"}. This record does not assert independent reproduction.

### MED

Hits@10: 57.4. Result ID: 6995d95a3badfaffe6df9cce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d061.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d061.md>)

Recorded evaluation configuration: {"Backbone":"RotatE","Dimension":"640d"}. This record does not assert independent reproduction.

### AttH

Hits@10: 57.4. Result ID: 69997be05698665ec4eb49ff.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.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: {"Embedding dimension":1000,"Distance function":"Hyperbolic"}. This record does not assert independent reproduction.

### AttH

Hits@10: 57.3. Result ID: 698da7048b517eb43322e588.

[Reporting paper](<https://www.sota2.com/research/paper/68fa695e1e209131cea21d79.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: {"genre":"Graph embedding approach"}. This record does not assert independent reproduction.

### ATTH

Hits@10: 57.3. Result ID: 698e1dd5ffc3901de09aeb71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2d1e209131cea26a09.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: Not recorded. This record does not assert independent reproduction.

### RotatE

Hits@10: 57.3. Result ID: 69997be05698665ec4eb49fd.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad596cfd488761a4ecc2.md>)

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

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

Recorded evaluation configuration: {"Embedding dimension":1000,"Distance function":"Hadamard rotation"}. This record does not assert independent reproduction.

### ComplEx-N3

Hits@10: 57.2. Result ID: 698de53effc3901de0996d2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea24254.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: Not recorded. This record does not assert independent reproduction.

### AnyBURL

Hits@10: 57.2. Result ID: 698e74deffc3901de09dc1d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

Recorded evaluation configuration: {"Aggregation technique":"Maximum"}. This record does not assert independent reproduction.

### AnyBURL

Hits@10: 57.2. Result ID: 698e74deffc3901de09dc1d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d189.md>)

Recorded evaluation configuration: {"Aggregation technique":"VS"}. This record does not assert independent reproduction.

### DensE-Reciprocal

Hits@10: 57.2. Result ID: 698e997bffc3901de09f046e.

[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\_scheme":"Ours","ablation":"no reciprocal learning"}. This record does not assert independent reproduction.

### DensE-Adv

Hits@10: 57.2. Result ID: 698e997bffc3901de09f046f.

[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\_scheme":"Ours","ablation":"no self-adversarial sampling"}. This record does not assert independent reproduction.

### RotatE

Hits@10: 57.2. Result ID: 6993bcd23a6c314849182b7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67df1.md>)

[Implementation](<https://github.com/pat-jj/KG-FIT>)

Recorded evaluation configuration: {"Frame":"Base"}. This record does not assert independent reproduction.

### QuatE

Hits@10: 57.19. Result ID: 698f252a3a6c314849f62a5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c9b1e209131cea34dc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11369.md>)

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

### RotatE

Hits@10: 57.1. Result ID: 698ce9bf8b517eb4331da129.

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

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

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

Recorded evaluation configuration: {"Source":"Original paper"}. This record does not assert independent reproduction.

### RotatE

Hits@10: 57.1. Result ID: 698d31a18b517eb4331fb607.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675e1e209131cea15f19.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

Hits@10: 57.1. Result ID: 698d6d3d8b517eb433216aea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68691e209131cea1bf34.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

Hits@10: 57.1. Result ID: 698da7048b517eb43322e586.

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

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

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

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

Page 1 of 5. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/sota/link-prediction-on-wn18rr-test.md?metric=Hits%4010&page=2>): Follow this link to discover more pages.