# Knowledge Graph Completion on Warden Alert Transductive

Source: [Knowledge Graph Completion on Warden Alert Transductive](<https://www.sota2.com/research/sota/knowledge-graph-completion-on-warden-alert-transductive>)

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

Data updated: 2026-04-06T08:54:21.328Z

Evaluation of Knowledge Graph Completion models on the Warden Alert dataset using the transductive setting, reporting ranking metrics such as MR, 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) | Warden Alert Transductive |
| Metric | MR |
| Unit | SCALAR |
| Direction | Lower 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

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

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

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

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

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

## Recorded results

| Method | MR | Result date | Report paper |
| --- | --- | --- | --- |
| MultiTask HR-NBFNet | 589.8 | Not recorded | 69d33df37d0172140ec7363a |
| ShrinkE | 2692.4 | Not recorded | 69d33df37d0172140ec7363a |
| ShrinkE | 2701.1 | Not recorded | 69d33df37d0172140ec7363a |
| AlertStar | 3031.6 | Not recorded | 69d33df37d0172140ec7363a |
| AlertStar | 3083.1 | Not recorded | 69d33df37d0172140ec7363a |
| ShrinkE | 3087.2 | Not recorded | 69d33df37d0172140ec7363a |
| AlertStar | 3088.3 | Not recorded | 69d33df37d0172140ec7363a |
| StarE | 3098.7 | Not recorded | 69d33df37d0172140ec7363a |
| MultiTask AlertStar | 3174.2 | Not recorded | 69d33df37d0172140ec7363a |
| AlertStar | 3180.5 | Not recorded | 69d33df37d0172140ec7363a |
| StarE | 3262.7 | Not recorded | 69d33df37d0172140ec7363a |
| MultiTask AlertStar | 3307 | Not recorded | 69d33df37d0172140ec7363a |
| MultiTask AlertStar | 3329 | Not recorded | 69d33df37d0172140ec7363a |
| MultiTask AlertStar | 3341.5 | Not recorded | 69d33df37d0172140ec7363a |
| StarE | 3744.6 | Not recorded | 69d33df37d0172140ec7363a |
| HR-NBFNet | 4182.4 | Not recorded | 69d33df37d0172140ec7363a |

### MultiTask HR-NBFNet

MR: 589.8. Result ID: 69d374bb47f34ce924bb6c20.

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

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

Recorded evaluation configuration: {"Paradigm":"Graph Propagation"}. This record does not assert independent reproduction.

### ShrinkE

MR: 2692.4. Result ID: 69d374bb47f34ce924bb6c13.

[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.

### ShrinkE

MR: 2701.1. Result ID: 69d374bb47f34ce924bb6c17.

[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.

### AlertStar

MR: 3031.6. Result ID: 69d374bb47f34ce924bb6c11.

[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: 3083.1. Result ID: 69d374bb47f34ce924bb6c21.

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

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

Recorded evaluation configuration: {"Paradigm":"Embedding-Based"}. This record does not assert independent reproduction.

### ShrinkE

MR: 3087.2. Result ID: 69d374bb47f34ce924bb6c0f.

[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.

### AlertStar

MR: 3088.3. Result ID: 69d374bb47f34ce924bb6c15.

[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: 3098.7. Result ID: 69d374bb47f34ce924bb6c14.

[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.

### MultiTask AlertStar

MR: 3174.2. Result ID: 69d374bb47f34ce924bb6c12.

[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: 3180.5. Result ID: 69d374bb47f34ce924bb6c19.

[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.

### StarE

MR: 3262.7. Result ID: 69d374bb47f34ce924bb6c10.

[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.

### MultiTask AlertStar

MR: 3307. Result ID: 69d374bb47f34ce924bb6c1a.

[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: 3329. Result ID: 69d374bb47f34ce924bb6c16.

[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.

### MultiTask AlertStar

MR: 3341.5. Result ID: 69d374bb47f34ce924bb6c22.

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

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

Recorded evaluation configuration: {"Paradigm":"Embedding-Based"}. This record does not assert independent reproduction.

### StarE

MR: 3744.6. Result ID: 69d374bb47f34ce924bb6c18.

[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.

### HR-NBFNet

MR: 4182.4. Result ID: 69d374bb47f34ce924bb6c1f.

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

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

Recorded evaluation configuration: {"Paradigm":"Graph Propagation"}. This record does not assert independent reproduction.

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