# Entity Prediction on JW44K-6K G1 instance view (test)

Source: [Entity Prediction on JW44K-6K G1 instance view (test)](<https://www.sota2.com/research/sota/entity-prediction-on-jw44k-6k-g1-instance-view-test>)

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

Data updated: 2026-02-26T05:50:23.875Z

Evaluation of Entity Prediction performance on the JW44K-6K G1 instance view test set, measured using ranking metrics (MRR, H@1, H@3, H@10).

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 | Entity Prediction |
| Dataset (including any stated split) | JW44K-6K G1 instance view (test) |
| Metric | MRR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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/entity-prediction-on-jw44k-6k-g1-instance-view-test.md?metric=MRR>): Higher is better; unit: SCALAR.

- [H@1](<https://www.sota2.com/research/sota/entity-prediction-on-jw44k-6k-g1-instance-view-test.md?metric=H%401>): Higher is better; unit: SCALAR.

- [H@3](<https://www.sota2.com/research/sota/entity-prediction-on-jw44k-6k-g1-instance-view-test.md?metric=H%403>): Higher is better; unit: SCALAR.

- [H@10](<https://www.sota2.com/research/sota/entity-prediction-on-jw44k-6k-g1-instance-view-test.md?metric=H%4010>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| DHGE | 0.453 | Not recorded | 68fa70eb1e209131cea4dffe |
| DH w/o HGA | 0.45 | Not recorded | 68fa70eb1e209131cea4dffe |
| DH w/o JL | 0.446 | Not recorded | 68fa70eb1e209131cea4dffe |
| GRAN | 0.444 | Not recorded | 68fa70eb1e209131cea4dffe |
| StarE | 0.314 | Not recorded | 68fa70eb1e209131cea4dffe |
| TuckER | 0.296 | Not recorded | 68fa70eb1e209131cea4dffe |
| AttH | 0.245 | Not recorded | 68fa70eb1e209131cea4dffe |
| RotatE | 0.243 | Not recorded | 68fa70eb1e209131cea4dffe |
| HINGE | 0.227 | Not recorded | 68fa70eb1e209131cea4dffe |
| TransE | 0.197 | Not recorded | 68fa70eb1e209131cea4dffe |
| JOIE | 0.181 | Not recorded | 68fa70eb1e209131cea4dffe |
| HyperKA | 0.164 | Not recorded | 68fa70eb1e209131cea4dffe |
| DH w/o GE | 0.044 | Not recorded | 68fa70eb1e209131cea4dffe |

### DHGE

MRR: 0.453. Result ID: 699162473a6c31484907c765.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Implementation](<https://github.com/LHRLAB/DHGE>)

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

### DH w/o HGA

MRR: 0.45. Result ID: 699162473a6c31484907c763.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Implementation](<https://github.com/LHRLAB/DHGE>)

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

### DH w/o JL

MRR: 0.446. Result ID: 699162473a6c31484907c764.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Implementation](<https://github.com/LHRLAB/DHGE>)

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

### GRAN

MRR: 0.444. Result ID: 699162473a6c31484907c75f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

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

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

### StarE

MRR: 0.314. Result ID: 699162473a6c31484907c75e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

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

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

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

### TuckER

MRR: 0.296. Result ID: 699162473a6c31484907c75b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

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

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

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

### AttH

MRR: 0.245. Result ID: 699162473a6c31484907c75c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.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: {"Category":"ST-KGE"}. This record does not assert independent reproduction.

### RotatE

MRR: 0.243. Result ID: 699162473a6c31484907c75a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

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

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

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

### HINGE

MRR: 0.227. Result ID: 699162473a6c31484907c75d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

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

### TransE

MRR: 0.197. Result ID: 699162473a6c31484907c759.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

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

### JOIE

MRR: 0.181. Result ID: 699162473a6c31484907c760.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697b1e209131cea2255a.md>)

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

### HyperKA

MRR: 0.164. Result ID: 699162473a6c31484907c761.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686a1e209131cea1bfb7.md>)

[Implementation](<https://github.com/nju-websoft/HyperKA>)

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

### DH w/o GE

MRR: 0.044. Result ID: 699162473a6c31484907c762.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dffe.md>)

[Implementation](<https://github.com/LHRLAB/DHGE>)

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

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