# Link Prediction on ogbl-citation2 (val)

Source: [Link Prediction on ogbl-citation2 (val)](<https://www.sota2.com/research/sota/link-prediction-on-ogbl-citation2-val>)

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

Data updated: 2026-02-26T05:50:23.449Z

Evaluation of Link Prediction performance on the validation split of the ogbl-citation2 dataset, typically measured using metrics such as MRR.

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) | ogbl-citation2 (val) |
| Metric | MRR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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-ogbl-citation2-val.md?metric=MRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| CFG | 89.87 | Not recorded | 68fa708d1e209131cea4bb53 |
| SIEG | 89.78 | Not recorded | 68fa708d1e209131cea4bb53 |
| SUREL | 88.91 | Not recorded | 68fa708d1e209131cea4bb53 |
| NGNN + SEAL | 88.79 | Not recorded | 68fa708d1e209131cea4bb53 |
| S3GRL | 88.09 | Not recorded | 68fa708d1e209131cea4bb53 |
| SEAL | 87.57 | Not recorded | 68fa6b961e209131cea2f0ff |
| SEAL | 87.57 | Not recorded | 68fa6d581e209131cea39537 |
| SEAL | 87.57 | Not recorded | 68fa708d1e209131cea4bb53 |
| AGDN | 85.56 | Not recorded | 68fa6d581e209131cea39537 |
| AGDN | 85.56 | Not recorded | 68fa708d1e209131cea4bb53 |
| PLNLP | 84.9 | Not recorded | 68fa6d581e209131cea39537 |
| PLNLP | 84.9 | Not recorded | 68fa708d1e209131cea4bb53 |
| GCN | 84.79 | Not recorded | 68fa6b961e209131cea2f0ff |
| GCN | 84.79 | Not recorded | 68fa6d581e209131cea39537 |
| GraphSAGE | 82.63 | Not recorded | 68fa6b961e209131cea2f0ff |
| GraphSAGE | 82.63 | Not recorded | 68fa6d581e209131cea39537 |
| GCN+DRNL | 81.07 | Not recorded | 68fa6b961e209131cea2f0ff |
| GCN+LRGA | 66.48 | Not recorded | 68fa6b961e209131cea2f0ff |
| Node2vec | 61.24 | Not recorded | 68fa6b961e209131cea2f0ff |
| GCN+DE | 60.17 | Not recorded | 68fa6b961e209131cea2f0ff |
| MF | 51.81 | Not recorded | 68fa6b961e209131cea2f0ff |
| Matrix Factorization | 51.81 | Not recorded | 68fa6d581e209131cea39537 |
| Resource Allocation | 51.77 | Not recorded | 68fa6d581e209131cea39537 |
| AA | 51.67 | Not recorded | 68fa6b961e209131cea2f0ff |
| Adamic Adar | 51.67 | Not recorded | 68fa6d581e209131cea39537 |
| CN | 51.19 | Not recorded | 68fa6b961e209131cea2f0ff |
| Common Neighbor | 51.19 | Not recorded | 68fa6d581e209131cea39537 |
| MLP | 29.03 | Not recorded | 68fa6b961e209131cea2f0ff |

### CFG

MRR: 89.87. Result ID: 699134903a6c3148490678da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

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

### SIEG

MRR: 89.78. Result ID: 699134903a6c3148490678d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

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

### SUREL

MRR: 88.91. Result ID: 699134903a6c3148490678d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d301e209131cea3832e.md>)

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

### NGNN + SEAL

MRR: 88.79. Result ID: 699134903a6c3148490678d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b461e209131cea2d324.md>)

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

### S3GRL

MRR: 88.09. Result ID: 699134903a6c3148490678d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a0b.md>)

[Implementation](<https://github.com/venomouscyanide/S3GRL_OGB>)

Recorded evaluation configuration: {"feature":"PoS Plus"}. This record does not assert independent reproduction.

### SEAL

MRR: 87.57. Result ID: 698e9737ffc3901de09eed67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Implementation](<https://github.com/facebookresearch/SEAL_OGB>)

Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction.

### SEAL

MRR: 87.57. Result ID: 698f9d503a6c314849fa890f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Implementation](<https://github.com/facebookresearch/SEAL_OGB>)

Recorded evaluation configuration: {"Params":"0.26M"}. This record does not assert independent reproduction.

### SEAL

MRR: 87.57. Result ID: 699134903a6c3148490678d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Implementation](<https://github.com/muhanzhang/SEAL>)

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

### AGDN

MRR: 85.56. Result ID: 698f9d503a6c314849fa8911.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

Recorded evaluation configuration: {"Params":"0.31M"}. This record does not assert independent reproduction.

### AGDN

MRR: 85.56. Result ID: 699134903a6c3148490678d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

Recorded evaluation configuration: {"sampling":"GraphSAINT"}. This record does not assert independent reproduction.

### PLNLP

MRR: 84.9. Result ID: 698f9d503a6c314849fa8910.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba51e209131cea2f8bb.md>)

[Implementation](<https://github.com/zhitao-wang/PLNLP>)

Recorded evaluation configuration: {"Params":"146.51M"}. This record does not assert independent reproduction.

### PLNLP

MRR: 84.9. Result ID: 699134903a6c3148490678d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708d1e209131cea4bb53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba51e209131cea2f8bb.md>)

[Implementation](<https://github.com/zhitao-wang/PLNLP>)

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

### GCN

MRR: 84.79. Result ID: 698e9737ffc3901de09eed63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63001e209131ce9fc365.md>)

Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction.

### GCN

MRR: 84.79. Result ID: 698f9d503a6c314849fa890d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

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

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

Recorded evaluation configuration: {"Params":"0.30M"}. This record does not assert independent reproduction.

### GraphSAGE

MRR: 82.63. Result ID: 698e9737ffc3901de09eed62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

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

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

Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction.

### GraphSAGE

MRR: 82.63. Result ID: 698f9d503a6c314849fa890e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

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

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

Recorded evaluation configuration: {"Params":"0.46M"}. This record does not assert independent reproduction.

### GCN+DRNL

MRR: 81.07. Result ID: 698e9737ffc3901de09eed66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Implementation](<https://github.com/facebookresearch/SEAL_OGB>)

Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction.

### GCN+LRGA

MRR: 66.48. Result ID: 698e9737ffc3901de09eed64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68b81e209131cea1db29.md>)

Recorded evaluation configuration: {"Category":"Plain GAE"}. This record does not assert independent reproduction.

### Node2vec

MRR: 61.24. Result ID: 698e9737ffc3901de09eed60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a01e209131ce9fa578.md>)

[Implementation](<http://snap.stanford.edu/node2vec>)

Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction.

### GCN+DE

MRR: 60.17. Result ID: 698e9737ffc3901de09eed65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

[Implementation](<https://github.com/facebookresearch/SEAL_OGB>)

Recorded evaluation configuration: {"Category":"Labeling Trick"}. This record does not assert independent reproduction.

### MF

MRR: 51.81. Result ID: 698e9737ffc3901de09eed61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction.

### Matrix Factorization

MRR: 51.81. Result ID: 698f9d503a6c314849fa8909.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

Recorded evaluation configuration: {"Params":"281.11M"}. This record does not assert independent reproduction.

### Resource Allocation

MRR: 51.77. Result ID: 698f9d503a6c314849fa890c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa24092c2a37601939e6f7.md>)

Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction.

### AA

MRR: 51.67. Result ID: 698e9737ffc3901de09eed5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction.

### Adamic Adar

MRR: 51.67. Result ID: 698f9d503a6c314849fa890b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction.

### CN

MRR: 51.19. Result ID: 698e9737ffc3901de09eed5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction.

### Common Neighbor

MRR: 51.19. Result ID: 698f9d503a6c314849fa890a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d581e209131cea39537.md>)

Recorded evaluation configuration: {"Params":"0"}. This record does not assert independent reproduction.

### MLP

MRR: 29.03. Result ID: 698e9737ffc3901de09eed5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b961e209131cea2f0ff.md>)

Recorded evaluation configuration: {"Category":"Non-GNN"}. This record does not assert independent reproduction.

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