# Link Prediction on OpenBG500 (test)

Source: [Link Prediction on OpenBG500 (test)](<https://www.sota2.com/research/sota/link-prediction-on-openbg500-test>)

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

Data updated: 2026-02-26T05:46:34.179Z

Evaluation of Link Prediction performance on the test split of the OpenBG500 dataset.

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) | OpenBG500 (test) |
| Metric | Hits@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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-openbg500-test.md?metric=Hits%401>): Higher is better; unit: PERCENT.

- [Hits@3](<https://www.sota2.com/research/sota/link-prediction-on-openbg500-test.md?metric=Hits%403>): Higher is better; unit: PERCENT.

- [Hits@10](<https://www.sota2.com/research/sota/link-prediction-on-openbg500-test.md?metric=Hits%4010>): Higher is better; unit: PERCENT.

- [MRR](<https://www.sota2.com/research/sota/link-prediction-on-openbg500-test.md?metric=MRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hits@1 | Result date | Report paper |
| --- | --- | --- | --- |
| MoCoSA | 53.1 | Not recorded | 68fa705d1e209131cea4aa12 |
| TuckER | 42.8 | Not recorded | 68fa705d1e209131cea4aa12 |
| SimKGC | 30.7 | Not recorded | 68fa705d1e209131cea4aa12 |
| C-LMKE | 29.6 | Not recorded | 68fa705d1e209131cea4aa12 |
| TransE | 20.7 | Not recorded | 68fa6eca1e209131cea42268 |
| TransE | 20.7 | Not recorded | 68fa705d1e209131cea4aa12 |
| GenKGC | 20.3 | Not recorded | 68fa6eca1e209131cea42268 |
| GenKGC | 20.3 | Not recorded | 68fa705d1e209131cea4aa12 |
| TransH | 14.3 | Not recorded | 68fa705d1e209131cea4aa12 |
| ComplEx | 8.1 | Not recorded | 68fa705d1e209131cea4aa12 |
| KG-BERT | 7.1 | Not recorded | 68fa705d1e209131cea4aa12 |
| DistMult | 6.8 | Not recorded | 68fa705d1e209131cea4aa12 |
| Complex | 5.3 | Not recorded | 68fa6eca1e209131cea42268 |
| DistMult | 4.9 | Not recorded | 68fa6eca1e209131cea42268 |
| KG-BERT | 2.3 | Not recorded | 68fa6eca1e209131cea42268 |

### MoCoSA

Hits@1: 53.1. Result ID: 699116b03a6c3148490595df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

Recorded evaluation configuration: {"Method Type":"description-based"}. This record does not assert independent reproduction.

### TuckER

Hits@1: 42.8. Result ID: 699116b03a6c3148490595da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

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

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

Recorded evaluation configuration: {"Method Type":"structure-based"}. This record does not assert independent reproduction.

### SimKGC

Hits@1: 30.7. Result ID: 699116b03a6c3148490595de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

Recorded evaluation configuration: {"Method Type":"description-based"}. This record does not assert independent reproduction.

### C-LMKE

Hits@1: 29.6. Result ID: 699116b03a6c3148490595dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

Recorded evaluation configuration: {"Method Type":"description-based"}. This record does not assert independent reproduction.

### TransE

Hits@1: 20.7. Result ID: 6990428d3a6c314849ff4bb1.

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

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

### TransE

Hits@1: 20.7. Result ID: 699116b03a6c3148490595d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

Recorded evaluation configuration: {"Method Type":"structure-based"}. This record does not assert independent reproduction.

### GenKGC

Hits@1: 20.3. Result ID: 6990428d3a6c314849ff4bb5.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eca1e209131cea42268.md>)

[Implementation](<https://github.com/zjunlp/PromptKG/tree/main/research/GenKGC>)

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

### GenKGC

Hits@1: 20.3. Result ID: 699116b03a6c3148490595dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eca1e209131cea42268.md>)

[Implementation](<https://github.com/zjunlp/PromptKG/tree/main/research/GenKGC>)

Recorded evaluation configuration: {"Method Type":"description-based"}. This record does not assert independent reproduction.

### TransH

Hits@1: 14.3. Result ID: 699116b03a6c3148490595d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

Recorded evaluation configuration: {"Method Type":"structure-based"}. This record does not assert independent reproduction.

### ComplEx

Hits@1: 8.1. Result ID: 699116b03a6c3148490595d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

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

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

Recorded evaluation configuration: {"Method Type":"structure-based"}. This record does not assert independent reproduction.

### KG-BERT

Hits@1: 7.1. Result ID: 699116b03a6c3148490595db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

Recorded evaluation configuration: {"Method Type":"description-based"}. This record does not assert independent reproduction.

### DistMult

Hits@1: 6.8. Result ID: 699116b03a6c3148490595d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa12.md>)

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

Recorded evaluation configuration: {"Method Type":"structure-based"}. This record does not assert independent reproduction.

### Complex

Hits@1: 5.3. Result ID: 6990428d3a6c314849ff4bb3.

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

Hits@1: 4.9. Result ID: 6990428d3a6c314849ff4bb2.

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

### KG-BERT

Hits@1: 2.3. Result ID: 6990428d3a6c314849ff4bb4.

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

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