# Knowledge Graph Completion on UNSW-NB15 (Transductive)

Source: [Knowledge Graph Completion on UNSW-NB15 (Transductive)](<https://www.sota2.com/research/sota/knowledge-graph-completion-on-unsw-nb15-transductive>)

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

Data updated: 2026-04-06T08:54:21.213Z

Evaluation of Knowledge Graph Completion models on the transductive setting of the UNSW-NB15 dataset, reporting ranking 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 | Knowledge Graph Completion |
| Dataset (including any stated split) | UNSW-NB15 (Transductive) |
| Metric | MR |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [MR](<https://www.sota2.com/research/sota/knowledge-graph-completion-on-unsw-nb15-transductive.md?metric=MR>): Lower is better; unit: SCALAR.

- [MRR](<https://www.sota2.com/research/sota/knowledge-graph-completion-on-unsw-nb15-transductive.md?metric=MRR>): Higher is better; unit: PERCENT.

- [H@1](<https://www.sota2.com/research/sota/knowledge-graph-completion-on-unsw-nb15-transductive.md?metric=H%401>): Higher is better; unit: PERCENT.

- [H@3](<https://www.sota2.com/research/sota/knowledge-graph-completion-on-unsw-nb15-transductive.md?metric=H%403>): Higher is better; unit: PERCENT.

- [H@10](<https://www.sota2.com/research/sota/knowledge-graph-completion-on-unsw-nb15-transductive.md?metric=H%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MR | Result date | Report paper |
| --- | --- | --- | --- |
| MultiTask AlertStar | 3.79 | Not recorded | 69d33df37d0172140ec7363a |
| AlertStar | 3.844 | Not recorded | 69d33df37d0172140ec7363a |
| MultiTask AlertStar | 3.925 | Not recorded | 69d33df37d0172140ec7363a |
| MultiTask AlertStar | 4 | Not recorded | 69d33df37d0172140ec7363a |
| AlertStar | 4.014 | Not recorded | 69d33df37d0172140ec7363a |
| AlertStar | 4.016 | Not recorded | 69d33df37d0172140ec7363a |
| StarE | 4.046 | Not recorded | 69d33df37d0172140ec7363a |
| ShrinkE | 4.068 | Not recorded | 69d33df37d0172140ec7363a |
| StarE | 4.08 | Not recorded | 69d33df37d0172140ec7363a |
| ShrinkE | 4.15 | Not recorded | 69d33df37d0172140ec7363a |
| StarE | 4.156 | Not recorded | 69d33df37d0172140ec7363a |
| ShrinkE | 4.288 | Not recorded | 69d33df37d0172140ec7363a |

### MultiTask AlertStar

MR: 3.79. Result ID: 69d374bb47f34ce924bb6bfe.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Qualifier Density":"66%"}. This record does not assert independent reproduction.

### AlertStar

MR: 3.844. Result ID: 69d374bb47f34ce924bb6c01.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Qualifier Density":"100%"}. This record does not assert independent reproduction.

### MultiTask AlertStar

MR: 3.925. Result ID: 69d374bb47f34ce924bb6bfa.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Qualifier Density":"33%"}. This record does not assert independent reproduction.

### MultiTask AlertStar

MR: 4. Result ID: 69d374bb47f34ce924bb6c02.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Qualifier Density":"100%"}. This record does not assert independent reproduction.

### AlertStar

MR: 4.014. Result ID: 69d374bb47f34ce924bb6bf9.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Qualifier Density":"33%"}. This record does not assert independent reproduction.

### AlertStar

MR: 4.016. Result ID: 69d374bb47f34ce924bb6bfd.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

Recorded evaluation configuration: {"Qualifier Density":"66%"}. This record does not assert independent reproduction.

### StarE

MR: 4.046. Result ID: 69d374bb47f34ce924bb6c00.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

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

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

Recorded evaluation configuration: {"Qualifier Density":"100%"}. This record does not assert independent reproduction.

### ShrinkE

MR: 4.068. Result ID: 69d374bb47f34ce924bb6bff.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa01e209131cea46b67.md>)

[Implementation](<https://github.com/xiongbo010/ShrinkE>)

Recorded evaluation configuration: {"Qualifier Density":"100%"}. This record does not assert independent reproduction.

### StarE

MR: 4.08. Result ID: 69d374bb47f34ce924bb6bfc.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

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

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

Recorded evaluation configuration: {"Qualifier Density":"66%"}. This record does not assert independent reproduction.

### ShrinkE

MR: 4.15. Result ID: 69d374bb47f34ce924bb6bfb.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa01e209131cea46b67.md>)

[Implementation](<https://github.com/xiongbo010/ShrinkE>)

Recorded evaluation configuration: {"Qualifier Density":"66%"}. This record does not assert independent reproduction.

### StarE

MR: 4.156. Result ID: 69d374bb47f34ce924bb6bf8.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

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

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

Recorded evaluation configuration: {"Qualifier Density":"33%"}. This record does not assert independent reproduction.

### ShrinkE

MR: 4.288. Result ID: 69d374bb47f34ce924bb6bf7.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df37d0172140ec7363a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa01e209131cea46b67.md>)

[Implementation](<https://github.com/xiongbo010/ShrinkE>)

Recorded evaluation configuration: {"Qualifier Density":"33%"}. This record does not assert independent reproduction.

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