# Link Prediction on Kinship

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

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

Data updated: 2026-02-26T05:50:30.282Z

Evaluation of Link Prediction performance on the Kinship dataset, using metrics such as 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) | Kinship |
| Metric | MRR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 36 of 36 |
| 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-kinship.md?metric=MRR>): Higher is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| AcrE | 0.864 | Not recorded | 68fa68a81e209131cea1d805 |
| AcrE | 0.864 | Not recorded | 68fa68a81e209131cea1d805 |
| HAKE | 0.852 | Not recorded | 68fa68a81e209131cea1d805 |
| RotatE | 0.843 | Not recorded | 68fa68a81e209131cea1d805 |
| ConvE | 0.833 | Not recorded | 68fa68a81e209131cea1d805 |
| ComplEx | 0.823 | Not recorded | 68fa68a81e209131cea1d805 |
| CoKE | 0.793 | Not recorded | 68fa68a81e209131cea1d805 |
| CompGCN | 0.778 | Not recorded | 68fa68a81e209131cea1d805 |
| InteractE | 0.777 | Not recorded | 68fa68a81e209131cea1d805 |
| CTP | 0.764 | Not recorded | 68fa68351e209131cea1accd |
| GNTP | 0.759 | Not recorded | 68fa66d01e209131cea1285a |
| GNTP | 0.759 | Not recorded | 68fa68351e209131cea1accd |
| SimplE | 0.752 | Not recorded | 68fa68a81e209131cea1d805 |
| MINERVA | 0.72 | Not recorded | 68fa66d01e209131cea1285a |
| MINERVA | 0.72 | Not recorded | 68fa68351e209131cea1accd |
| GNTP | 0.719 | Not recorded | 68fa66d01e209131cea1285a |
| GNTP | 0.719 | Not recorded | 68fa68351e209131cea1accd |
| LERP | 0.643 | Not recorded | 68fa6f651e209131cea45478 |
| RNNLogic | 0.639 | Not recorded | 68fa6f651e209131cea45478 |
| Neural-LP | 0.62 | Not recorded | 68fa669a1e209131cea114f4 |
| NeuralLP | 0.619 | Not recorded | 68fa66d01e209131cea1285a |
| NeuralLP | 0.619 | Not recorded | 68fa68351e209131cea1accd |
| ConvKB | 0.614 | Not recorded | 68fa68a81e209131cea1d805 |
| Neural-LP | 0.61 | Not recorded | 68fa669a1e209131cea114f4 |
| DRUM-4 | 0.61 | Not recorded | 68fa669a1e209131cea114f4 |
| DRUM-4 | 0.6 | Not recorded | 68fa669a1e209131cea114f4 |
| DRUM-1 | 0.57 | Not recorded | 68fa669a1e209131cea114f4 |
| DRUM | 0.534 | Not recorded | 68fa6f651e209131cea45478 |
| DRUM-1 | 0.51 | Not recorded | 68fa669a1e209131cea114f4 |
| Boosted RDN | 0.469 | Not recorded | 68fa6f651e209131cea45478 |
| MINERVA | 0.401 | Not recorded | 68fa6f651e209131cea45478 |
| PathRank | 0.369 | Not recorded | 68fa6f651e209131cea45478 |
| MLN | 0.351 | Not recorded | 68fa6f651e209131cea45478 |
| NTP | 0.35 | Not recorded | 68fa66d01e209131cea1285a |
| NeuralLP | 0.302 | Not recorded | 68fa6f651e209131cea45478 |
| R-GCN | 0.109 | Not recorded | 68fa68a81e209131cea1d805 |

### AcrE

MRR: 0.864. Result ID: 698d7cb58b517eb43321e501.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

[Implementation](<https://github.com/neukg/AcrE>)

Recorded evaluation configuration: {"implementation":"Serial"}. This record does not assert independent reproduction.

### AcrE

MRR: 0.864. Result ID: 698d7cb58b517eb43321e502.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

[Implementation](<https://github.com/neukg/AcrE>)

Recorded evaluation configuration: {"implementation":"Parallel"}. This record does not assert independent reproduction.

### HAKE

MRR: 0.852. Result ID: 698d7cb58b517eb43321e4fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.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.

### RotatE

MRR: 0.843. Result ID: 698d7cb58b517eb43321e4fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.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.

### ConvE

MRR: 0.833. Result ID: 698d7cb58b517eb43321e4f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

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

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

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

### ComplEx

MRR: 0.823. Result ID: 698d7cb58b517eb43321e4f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

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

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

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

### CoKE

MRR: 0.793. Result ID: 698d7cb58b517eb43321e500.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b11.md>)

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

### CompGCN

MRR: 0.778. Result ID: 698d7cb58b517eb43321e4ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ef1e209131cea13594.md>)

[Implementation](<http://github.com/malllabiisc/CompGCN>)

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

### InteractE

MRR: 0.777. Result ID: 698d7cb58b517eb43321e4fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68691e209131cea1bf34.md>)

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

### CTP

MRR: 0.764. Result ID: 698d639c8b517eb433212369.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1accd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1accd.md>)

[Implementation](<https://github.com/uclnlp/ctp>)

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

### GNTP

MRR: 0.759. Result ID: 698d09678b517eb4331e872e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Implementation](<https://github.com/uclnlp/gntp>)

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

### GNTP

MRR: 0.759. Result ID: 698d639c8b517eb43321236b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1accd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Implementation](<https://github.com/uclnlp/gntp>)

Recorded evaluation configuration: {"Variant":"Attention"}. This record does not assert independent reproduction.

### SimplE

MRR: 0.752. Result ID: 698d7cb58b517eb43321e4fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f81e209131cea07705.md>)

[Implementation](<https://github.com/Mehran-k/SimplE>)

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

### MINERVA

MRR: 0.72. Result ID: 698d09678b517eb4331e8730.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65391e209131cea09235.md>)

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

### MINERVA

MRR: 0.72. Result ID: 698d639c8b517eb43321236d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1accd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65391e209131cea09235.md>)

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

### GNTP

MRR: 0.719. Result ID: 698d09678b517eb4331e872d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Implementation](<https://github.com/uclnlp/gntp>)

Recorded evaluation configuration: {"Attention":false}. This record does not assert independent reproduction.

### GNTP

MRR: 0.719. Result ID: 698d639c8b517eb43321236a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1accd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Implementation](<https://github.com/uclnlp/gntp>)

Recorded evaluation configuration: {"Variant":"Standard"}. This record does not assert independent reproduction.

### LERP

MRR: 0.643. Result ID: 6990ab0d3a6c314849024d07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

[Implementation](<https://github.com/Glaciohound/LERP>)

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

### RNNLogic

MRR: 0.639. Result ID: 6990ab0d3a6c314849024d06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a611e209131cea27dca.md>)

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

### Neural-LP

MRR: 0.62. Result ID: 699ab5645698665ec443315a.

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

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

Recorded evaluation configuration: {"Maximum rule length (T)":"2"}. This record does not assert independent reproduction.

### NeuralLP

MRR: 0.619. Result ID: 698d09678b517eb4331e872f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

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

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

### NeuralLP

MRR: 0.619. Result ID: 698d639c8b517eb43321236c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1accd.md>)

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

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

### ConvKB

MRR: 0.614. Result ID: 698d7cb58b517eb43321e4f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

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

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

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

### Neural-LP

MRR: 0.61. Result ID: 699ab5645698665ec443315d.

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

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

Recorded evaluation configuration: {"Maximum rule length (T)":"3"}. This record does not assert independent reproduction.

### DRUM-4

MRR: 0.61. Result ID: 699ab5645698665ec443315f.

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

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

Recorded evaluation configuration: {"Maximum rule length (T)":"3"}. This record does not assert independent reproduction.

### DRUM-4

MRR: 0.6. Result ID: 699ab5645698665ec443315c.

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

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

Recorded evaluation configuration: {"Maximum rule length (T)":"2"}. This record does not assert independent reproduction.

### DRUM-1

MRR: 0.57. Result ID: 699ab5645698665ec443315e.

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

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

Recorded evaluation configuration: {"Maximum rule length (T)":"3"}. This record does not assert independent reproduction.

### DRUM

MRR: 0.534. Result ID: 6990ab0d3a6c314849024d05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

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

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

### DRUM-1

MRR: 0.51. Result ID: 699ab5645698665ec443315b.

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

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

Recorded evaluation configuration: {"Maximum rule length (T)":"2"}. This record does not assert independent reproduction.

### Boosted RDN

MRR: 0.469. Result ID: 6990ab0d3a6c314849024d01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

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

### MINERVA

MRR: 0.401. Result ID: 6990ab0d3a6c314849024d03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65391e209131cea09235.md>)

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

### PathRank

MRR: 0.369. Result ID: 6990ab0d3a6c314849024d02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

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

### MLN

MRR: 0.351. Result ID: 6990ab0d3a6c314849024d00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

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

### NTP

MRR: 0.35. Result ID: 698d09678b517eb4331e872c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea01406.md>)

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

### NeuralLP

MRR: 0.302. Result ID: 6990ab0d3a6c314849024d04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea45478.md>)

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

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

### R-GCN

MRR: 0.109. Result ID: 698d7cb58b517eb43321e4fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d805.md>)

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

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

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