# Molecule graph property prediction on ogbg-mollipo (val)

Source: [Molecule graph property prediction on ogbg-mollipo (val)](<https://www.sota2.com/research/sota/molecule-graph-property-prediction-on-ogbg-mollipo-val>)

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

Data updated: 2026-02-26T05:59:58.166Z

Evaluation of model performance on the validation split of the ogbg-mollipo dataset for molecule graph property prediction tasks, measured using RMSE.

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 | Molecule graph property prediction |
| Dataset (including any stated split) | ogbg-mollipo (val) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/molecule-graph-property-prediction-on-ogbg-mollipo-val.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| HIG-LLMCORR | 0.604 | Not recorded | 68fa73e01e209131cea5e9cf |
| HIG | 0.613 | Not recorded | 68fa73e01e209131cea5e9cf |
| GIN-LLMCORR | 0.6219 | Not recorded | 68fa73e01e209131cea5e9cf |
| PAS-LLMCORR | 0.6342 | Not recorded | 68fa73e01e209131cea5e9cf |
| GIN | 0.6503 | Not recorded | 68fa73e01e209131cea5e9cf |
| PAS | 0.6715 | Not recorded | 68fa73e01e209131cea5e9cf |
| TAPE-LLMCORR | 0.6751 | Not recorded | 68fa73e01e209131cea5e9cf |
| TAPE | 0.6839 | Not recorded | 68fa73e01e209131cea5e9cf |
| GCN-LLMCORR | 0.6874 | Not recorded | 68fa73e01e209131cea5e9cf |
| GCN | 0.6985 | Not recorded | 68fa73e01e209131cea5e9cf |
| LM-LLMCORR | 1.021 | Not recorded | 68fa73e01e209131cea5e9cf |
| LM | 1.2095 | Not recorded | 68fa73e01e209131cea5e9cf |

### HIG-LLMCORR

RMSE: 0.604. Result ID: 69930f5e3a6c314849136d36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

Recorded evaluation configuration: {"Framework":"LLMCORR"}. This record does not assert independent reproduction.

### HIG

RMSE: 0.613. Result ID: 69930f5e3a6c314849136d35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9b1e209131cea2954b.md>)

Recorded evaluation configuration: {"Framework":"Base Model"}. This record does not assert independent reproduction.

### GIN-LLMCORR

RMSE: 0.6219. Result ID: 69930f5e3a6c314849136d32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

Recorded evaluation configuration: {"Framework":"LLMCORR"}. This record does not assert independent reproduction.

### PAS-LLMCORR

RMSE: 0.6342. Result ID: 69930f5e3a6c314849136d38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

Recorded evaluation configuration: {"Framework":"LLMCORR"}. This record does not assert independent reproduction.

### GIN

RMSE: 0.6503. Result ID: 69930f5e3a6c314849136d31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

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

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

Recorded evaluation configuration: {"Framework":"Base Model"}. This record does not assert independent reproduction.

### PAS

RMSE: 0.6715. Result ID: 69930f5e3a6c314849136d37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9b1e209131cea2954b.md>)

Recorded evaluation configuration: {"Framework":"Base Model"}. This record does not assert independent reproduction.

### TAPE-LLMCORR

RMSE: 0.6751. Result ID: 69930f5e3a6c314849136d34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

Recorded evaluation configuration: {"Framework":"LLMCORR"}. This record does not assert independent reproduction.

### TAPE

RMSE: 0.6839. Result ID: 69930f5e3a6c314849136d33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

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

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

Recorded evaluation configuration: {"Framework":"Base Model"}. This record does not assert independent reproduction.

### GCN-LLMCORR

RMSE: 0.6874. Result ID: 69930f5e3a6c314849136d30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

Recorded evaluation configuration: {"Framework":"LLMCORR"}. This record does not assert independent reproduction.

### GCN

RMSE: 0.6985. Result ID: 69930f5e3a6c314849136d2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

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

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

Recorded evaluation configuration: {"Framework":"Base Model"}. This record does not assert independent reproduction.

### LM-LLMCORR

RMSE: 1.021. Result ID: 69930f5e3a6c314849136d2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

Recorded evaluation configuration: {"Framework":"LLMCORR"}. This record does not assert independent reproduction.

### LM

RMSE: 1.2095. Result ID: 69930f5e3a6c314849136d2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee11e209131cea4297b.md>)

[Implementation](<https://github.com/microsoft/DeBERTa>)

Recorded evaluation configuration: {"Framework":"Base Model"}. This record does not assert independent reproduction.

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