# Link Prediction on FirstMM-DB (MG, SL)

Source: [Link Prediction on FirstMM-DB (MG, SL)](<https://www.sota2.com/research/sota/link-prediction-on-firstmm-db-mg-sl>)

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

Data updated: 2026-02-26T05:29:13.561Z

Evaluation of Link Prediction performance on the FirstMM-DB (MG, SL) dataset, measured using metrics such as Accuracy.

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) | FirstMM-DB (MG, SL) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/link-prediction-on-firstmm-db-mg-sl.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [95% CI](<https://www.sota2.com/research/sota/link-prediction-on-firstmm-db-mg-sl.md?metric=95%25%20CI>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| H-GRAM | 74.2 | Not recorded | 68fa71051e209131cea4e9bd |
| G-META | 72.2 | Not recorded | 68fa71051e209131cea4e9bd |
| Meta-Graph | 71.9 | Not recorded | 68fa71051e209131cea4e9bd |
| MAML | 71.9 | Not recorded | 68fa71051e209131cea4e9bd |
| ProtoNet | 69.7 | Not recorded | 68fa71051e209131cea4e9bd |

### H-GRAM

Accuracy: 74.2. Result ID: 69918a6d3a6c31484908d853.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bd.md>)

[Implementation](<https://github.com/Akirato/HGRAM>)

Recorded evaluation configuration: {"gradient update steps (testing)":10}. This record does not assert independent reproduction.

### G-META

Accuracy: 72.2. Result ID: 69918a6d3a6c31484908d852.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fba7.md>)

Recorded evaluation configuration: {"gradient update steps (testing)":10}. This record does not assert independent reproduction.

### Meta-Graph

Accuracy: 71.9. Result ID: 69918a6d3a6c31484908d84f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67221e209131cea148a0.md>)

Recorded evaluation configuration: {"gradient update steps (testing)":10}. This record does not assert independent reproduction.

### MAML

Accuracy: 71.9. Result ID: 69918a6d3a6c31484908d851.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: {"gradient update steps (testing)":10}. This record does not assert independent reproduction.

### ProtoNet

Accuracy: 69.7. Result ID: 69918a6d3a6c31484908d850.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa636e1e209131ce9febd3.md>)

Recorded evaluation configuration: {"gradient update steps (testing)":10}. This record does not assert independent reproduction.

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