# Link Prediction on Baby

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

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

Data updated: 2026-06-05T10:21:50.916Z

Evaluation of Link Prediction performance on the Baby dataset, measured using Recall@10 (R@10) and Precision@10 (P@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 | Link Prediction |
| Dataset (including any stated split) | Baby |
| Metric | Recall@10 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

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

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

## Recorded results

| Method | Recall@10 | Result date | Report paper |
| --- | --- | --- | --- |
| CureLLM | 5.33 | Not recorded | 6a22587a86173ad9c1468a1c |
| MuseGraph | 5.09 | Not recorded | 6a22587a86173ad9c1468a1c |
| TAPE | 5.03 | Not recorded | 6a22587a86173ad9c1468a1c |
| OpenGraph | 5.01 | Not recorded | 6a22587a86173ad9c1468a1c |
| GraphAdapter | 4.95 | Not recorded | 6a22587a86173ad9c1468a1c |
| GraphCL | 4.86 | Not recorded | 6a22587a86173ad9c1468a1c |
| SAGE | 4.67 | Not recorded | 6a22587a86173ad9c1468a1c |
| WalkLM | 4.56 | Not recorded | 6a22587a86173ad9c1468a1c |
| GAT | 4.31 | Not recorded | 6a22587a86173ad9c1468a1c |
| RoBERTa | 4.22 | Not recorded | 6a22587a86173ad9c1468a1c |
| GIN | 4.21 | Not recorded | 6a22587a86173ad9c1468a1c |
| GCN | 4.17 | Not recorded | 6a22587a86173ad9c1468a1c |
| Bert | 4.03 | Not recorded | 6a22587a86173ad9c1468a1c |
| MLP | 3.94 | Not recorded | 6a22587a86173ad9c1468a1c |
| MF | 3.76 | Not recorded | 6a22587a86173ad9c1468a1c |

### CureLLM

Recall@10: 5.33. Result ID: 6a22a1d7fbc373592c216352.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MuseGraph

Recall@10: 5.09. Result ID: 6a22a1d7fbc373592c216351.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7acb1e209131cea8522f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TAPE

Recall@10: 5.03. Result ID: 6a22a1d7fbc373592c216350.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72771e209131cea568d4.md>)

[Implementation](<https://github.com/XiaoxinHe/TAPE>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OpenGraph

Recall@10: 5.01. Result ID: 6a22a1d7fbc373592c21634f.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75211e209131cea66020.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GraphAdapter

Recall@10: 4.95. Result ID: 6a22a1d7fbc373592c21634e.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72461e209131cea557a7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GraphCL

Recall@10: 4.86. Result ID: 6a22a1d7fbc373592c21634a.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea23935.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SAGE

Recall@10: 4.67. Result ID: 6a22a1d7fbc373592c216349.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c31e209131cea0664e.md>)

[Implementation](<http://snap.stanford.edu/graphsage/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### WalkLM

Recall@10: 4.56. Result ID: 6a22a1d7fbc373592c21634d.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GAT

Recall@10: 4.31. Result ID: 6a22a1d7fbc373592c216347.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640b1e209131cea0244e.md>)

[Implementation](<https://github.com/PetarV-/GAT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RoBERTa

Recall@10: 4.22. Result ID: 6a22a1d7fbc373592c21634c.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GIN

Recall@10: 4.21. Result ID: 6a22a1d7fbc373592c216348.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09fba.md>)

[Implementation](<https://github.com/weihua916/powerful-gnns>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GCN

Recall@10: 4.17. Result ID: 6a22a1d7fbc373592c216346.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631d1e209131ce9fce45.md>)

[Implementation](<https://github.com/tkipf/gcn>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Bert

Recall@10: 4.03. Result ID: 6a22a1d7fbc373592c21634b.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MLP

Recall@10: 3.94. Result ID: 6a22a1d7fbc373592c216345.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MF

Recall@10: 3.76. Result ID: 6a22a1d7fbc373592c216344.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587a86173ad9c1468a1c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
