# Link Prediction on WIKI (Hits@K and MRR)

Source: [Link Prediction on WIKI (Hits@K and MRR)](<https://www.sota2.com/research/sota/link-prediction-on-wiki-hits-at-k-and-mrr>)

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

Data updated: 2026-03-09T06:34:38.611Z

Evaluation of Link Prediction performance on the WIKI dataset, measured using Hits@1, Hits@3, Hits@10, and 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) | WIKI |
| Metric | Hits@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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@1](<https://www.sota2.com/research/sota/link-prediction-on-wiki-hits-at-k-and-mrr.md?metric=Hits%401>): Higher is better; unit: PERCENT.

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

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

- [MRR](<https://www.sota2.com/research/sota/link-prediction-on-wiki-hits-at-k-and-mrr.md?metric=MRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hits@1 | Result date | Report paper |
| --- | --- | --- | --- |
| TPAR | 79.85 | Not recorded | 68fa73671e209131cea5c3f9 |
| TIRGN | 77.77 | Not recorded | 68fa73671e209131cea5c3f9 |
| RPC | 76.28 | Not recorded | 68fa73671e209131cea5c3f9 |
| CEN | 75.05 | Not recorded | 68fa73671e209131cea5c3f9 |
| RE-GCN | 74.5 | Not recorded | 68fa73671e209131cea5c3f9 |
| TITer | 71.7 | Not recorded | 68fa73671e209131cea5c3f9 |
| XERTE | 69.05 | Not recorded | 68fa73671e209131cea5c3f9 |
| HypeTKG | 63.3 | Not recorded | 68fa7ba01e209131cea896b7 |
| UniHR | 62.6 | Not recorded | 68fa7ba01e209131cea896b7 |
| GRAN | 61 | Not recorded | 68fa7ba01e209131cea896b7 |
| TANGO | 51.52 | Not recorded | 68fa73671e209131cea5c3f9 |
| HGE | 50.7 | Not recorded | 68fa7ba01e209131cea896b7 |
| RE-NET | 50.01 | Not recorded | 68fa73671e209131cea5c3f9 |
| StarE | 49.1 | Not recorded | 68fa7ba01e209131cea896b7 |
| CyGNeT | 47.89 | Not recorded | 68fa73671e209131cea5c3f9 |
| HyNT | 44.4 | Not recorded | 68fa7ba01e209131cea896b7 |

### TPAR

Hits@1: 79.85. Result ID: 6992db733a6c31484911f893.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### TIRGN

Hits@1: 77.77. Result ID: 6992db733a6c31484911f891.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### RPC

Hits@1: 76.28. Result ID: 6992db733a6c31484911f892.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### CEN

Hits@1: 75.05. Result ID: 6992db733a6c31484911f890.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fb6.md>)

[Implementation](<https://github.com/Lee-zix/CEN>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### RE-GCN

Hits@1: 74.5. Result ID: 6992db733a6c31484911f88e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69c91e209131cea24015.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### TITer

Hits@1: 71.7. Result ID: 6992db733a6c31484911f88f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab91e209131cea2a101.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### XERTE

Hits@1: 69.05. Result ID: 6992db733a6c31484911f88d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### HypeTKG

Hits@1: 63.3. Result ID: 69ae69f46dbb7075b955d500.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba01e209131cea896b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75181e209131cea65b96.md>)

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

### UniHR

Hits@1: 62.6. Result ID: 69ae69f46dbb7075b955d501.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba01e209131cea896b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba01e209131cea896b7.md>)

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

### GRAN

Hits@1: 61. Result ID: 69ae69f46dbb7075b955d4fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba01e209131cea896b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ef1e209131cea25097.md>)

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

### TANGO

Hits@1: 51.52. Result ID: 6992db733a6c31484911f88c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### HGE

Hits@1: 50.7. Result ID: 69ae69f46dbb7075b955d4fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba01e209131cea896b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ac1e209131cea5277d.md>)

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

### RE-NET

Hits@1: 50.01. Result ID: 6992db733a6c31484911f88a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686c1e209131cea1c0f2.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### StarE

Hits@1: 49.1. Result ID: 69ae69f46dbb7075b955d4fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba01e209131cea896b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68681e209131cea1beca.md>)

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

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

### CyGNeT

Hits@1: 47.89. Result ID: 6992db733a6c31484911f88b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696d1e209131cea21f23.md>)

Recorded evaluation configuration: {"inference\_setting":"Extrapolation"}. This record does not assert independent reproduction.

### HyNT

Hits@1: 44.4. Result ID: 69ae69f46dbb7075b955d4ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba01e209131cea896b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa751c1e209131cea65db9.md>)

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

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