# Link Prediction on PCQM-Contact LRGB

Source: [Link Prediction on PCQM-Contact LRGB](<https://www.sota2.com/research/sota/link-prediction-on-pcqm-contact-lrgb>)

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

Data updated: 2026-02-26T05:50:22.492Z

Evaluation of Link Prediction performance on the PCQM-Contact LRGB dataset, measured using 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) | PCQM-Contact LRGB |
| Metric | MRR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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-pcqm-contact-lrgb.md?metric=MRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| DRew-GCN | 34.44 | Not recorded | 68fa6f741e209131cea45b2f |
| DRew-GCN | 34.42 | Not recorded | 68fa6f741e209131cea45b2f |
| DRew-GIN | 34.03 | Not recorded | 68fa6f741e209131cea45b2f |
| SAN | 33.5 | Not recorded | 68fa6f741e209131cea45b2f |
| GraphGPS | 33.37 | Not recorded | 68fa6f741e209131cea45b2f |
| DRew-GatedGCN | 33.24 | Not recorded | 68fa6f741e209131cea45b2f |
| DRew-GIN | 33 | Not recorded | 68fa6f741e209131cea45b2f |
| DRew-GatedGCN | 32.93 | Not recorded | 68fa6f741e209131cea45b2f |
| MixHop-GCN | 32.5 | Not recorded | 68fa6f741e209131cea45b2f |
| GatedGCN | 32.42 | Not recorded | 68fa6f741e209131cea45b2f |
| GCN | 32.34 | Not recorded | 68fa6f741e209131cea45b2f |
| GatedGCN | 32.18 | Not recorded | 68fa6f741e209131cea45b2f |
| MixHop-GCN | 31.83 | Not recorded | 68fa6f741e209131cea45b2f |
| GINE | 31.8 | Not recorded | 68fa6f741e209131cea45b2f |
| Transformer | 31.74 | Not recorded | 68fa6f741e209131cea45b2f |
| DIGL+MPNN | 17.07 | Not recorded | 68fa6f741e209131cea45b2f |
| DIGL+MPNN | 16.56 | Not recorded | 68fa6f741e209131cea45b2f |

### DRew-GCN

MRR: 34.44. Result ID: 6990bffd3a6c31484902f890.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Implementation](<https://github.com/BenGutteridge/DRew>)

Recorded evaluation configuration: {"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### DRew-GCN

MRR: 34.42. Result ID: 6990bffd3a6c31484902f891.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Implementation](<https://github.com/BenGutteridge/DRew>)

Recorded evaluation configuration: {"Laplacian Positional Encoding (LapPE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### DRew-GIN

MRR: 34.03. Result ID: 6990bffd3a6c31484902f893.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Implementation](<https://github.com/BenGutteridge/DRew>)

Recorded evaluation configuration: {"Laplacian Positional Encoding (LapPE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### SAN

MRR: 33.5. Result ID: 6990bffd3a6c31484902f88e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea508ac.md>)

[Implementation](<https://github.com/vijaydwivedi75/lrgb>)

Recorded evaluation configuration: {"Laplacian Positional Encoding (LapPE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### GraphGPS

MRR: 33.37. Result ID: 6990bffd3a6c31484902f88f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5a1e209131cea3f4dc.md>)

[Implementation](<https://github.com/rampasek/GraphGPS>)

Recorded evaluation configuration: {"Laplacian Positional Encoding (LapPE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### DRew-GatedGCN

MRR: 33.24. Result ID: 6990bffd3a6c31484902f895.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Implementation](<https://github.com/BenGutteridge/DRew>)

Recorded evaluation configuration: {"Laplacian Positional Encoding (LapPE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### DRew-GIN

MRR: 33. Result ID: 6990bffd3a6c31484902f892.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Implementation](<https://github.com/BenGutteridge/DRew>)

Recorded evaluation configuration: {"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### DRew-GatedGCN

MRR: 32.93. Result ID: 6990bffd3a6c31484902f894.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Implementation](<https://github.com/BenGutteridge/DRew>)

Recorded evaluation configuration: {"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### MixHop-GCN

MRR: 32.5. Result ID: 6990bffd3a6c31484902f88c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f31e209131cea0d515.md>)

[Implementation](<https://www.sota2.com/github.com/samihaija/mixhop>)

Recorded evaluation configuration: {"Laplacian Positional Encoding (LapPE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### GatedGCN

MRR: 32.42. Result ID: 6990bffd3a6c31484902f888.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea508ac.md>)

[Implementation](<https://github.com/vijaydwivedi75/lrgb>)

Recorded evaluation configuration: {"Positional Encoding (PE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### GCN

MRR: 32.34. Result ID: 6990bffd3a6c31484902f885.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea508ac.md>)

[Implementation](<https://github.com/vijaydwivedi75/lrgb>)

Recorded evaluation configuration: {"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### GatedGCN

MRR: 32.18. Result ID: 6990bffd3a6c31484902f887.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea508ac.md>)

[Implementation](<https://github.com/vijaydwivedi75/lrgb>)

Recorded evaluation configuration: {"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### MixHop-GCN

MRR: 31.83. Result ID: 6990bffd3a6c31484902f88b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f31e209131cea0d515.md>)

[Implementation](<https://www.sota2.com/github.com/samihaija/mixhop>)

Recorded evaluation configuration: {"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### GINE

MRR: 31.8. Result ID: 6990bffd3a6c31484902f886.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea508ac.md>)

[Implementation](<https://github.com/vijaydwivedi75/lrgb>)

Recorded evaluation configuration: {"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### Transformer

MRR: 31.74. Result ID: 6990bffd3a6c31484902f88d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea508ac.md>)

[Implementation](<https://github.com/vijaydwivedi75/lrgb>)

Recorded evaluation configuration: {"Laplacian Positional Encoding (LapPE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### DIGL+MPNN

MRR: 17.07. Result ID: 6990bffd3a6c31484902f88a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c291e209131cea3271c.md>)

[Implementation](<https://www.daml.in.tum.de/gdc>)

Recorded evaluation configuration: {"Laplacian Positional Encoding (LapPE)":true,"Parameter budget":"~500k"}. This record does not assert independent reproduction.

### DIGL+MPNN

MRR: 16.56. Result ID: 6990bffd3a6c31484902f889.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c291e209131cea3271c.md>)

[Implementation](<https://www.daml.in.tum.de/gdc>)

Recorded evaluation configuration: {"Parameter budget":"~500k"}. This record does not assert independent reproduction.

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