# Link Prediction on MT1 tax

Source: [Link Prediction on MT1 tax](<https://www.sota2.com/research/sota/link-prediction-on-mt1-tax>)

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

Data updated: 2026-05-08T10:18:00.550Z

Evaluation of Link Prediction performance on the MT1 tax dataset, measured using MRR, Hits@10, and Hits@10 (50 neg).

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) | MT1 tax |
| Metric | MRR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/link-prediction-on-mt1-tax.md?metric=MRR>): Higher is better; unit: PERCENT.

- [Hits@10](<https://www.sota2.com/research/sota/link-prediction-on-mt1-tax.md?metric=Hits%4010>): Higher is better; unit: PERCENT.

- [Hits@10 (50 neg)](<https://www.sota2.com/research/sota/link-prediction-on-mt1-tax.md?metric=Hits%4010%20(50%20neg)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| Ultra+ | 42.9 | Not recorded | 69fd6e185497b3b670c8944b |
| Motif | 41.6 | Not recorded | 69fd6e185497b3b670c8944b |
| ULTRA | 33 | Not recorded | 68fa72dc1e209131cea58fea |
| Ultra | 33 | Not recorded | 69fd6e185497b3b670c8944b |
| ULTRA | 22.4 | Not recorded | 68fa72dc1e209131cea58fea |

### Ultra+

MRR: 42.9. Result ID: 69fdb85147f34ce924e1403c.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e185497b3b670c8944b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e185497b3b670c8944b.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned Inductive","Vocab":"V\_3^+"}. This record does not assert independent reproduction.

### Motif

MRR: 41.6. Result ID: 69fdb85147f34ce924e1403b.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e185497b3b670c8944b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79461e209131cea7d018.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned Inductive"}. This record does not assert independent reproduction.

### ULTRA

MRR: 33. Result ID: 69929f1c3a6c314849103224.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dc1e209131cea58fea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dc1e209131cea58fea.md>)

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

Recorded evaluation configuration: {"Evaluation Regime":"Fine-tuned"}. This record does not assert independent reproduction.

### Ultra

MRR: 33. Result ID: 69fdb85147f34ce924e1403a.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e185497b3b670c8944b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79461e209131cea7d018.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned Inductive"}. This record does not assert independent reproduction.

### ULTRA

MRR: 22.4. Result ID: 69929f1c3a6c314849103223.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dc1e209131cea58fea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dc1e209131cea58fea.md>)

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

Recorded evaluation configuration: {"Evaluation Regime":"Zero-shot"}. This record does not assert independent reproduction.

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