# Polymer property prediction on Polymer property prediction dataset 1.0 (test)

Source: [Polymer property prediction on Polymer property prediction dataset 1.0 (test)](<https://www.sota2.com/research/sota/polymer-property-prediction-on-polymer-property-prediction-dataset-1-0-test>)

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

Data updated: 2026-02-26T05:45:40.124Z

Evaluation of model performance on predicting specific polymer properties (GAP, HOMO, LUMO) using the test split of the Polymer property prediction dataset version 1.0.

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 | Polymer property prediction |
| Dataset (including any stated split) | Polymer property prediction dataset 1.0 (test) |
| Metric | GAP Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [GAP Error](<https://www.sota2.com/research/sota/polymer-property-prediction-on-polymer-property-prediction-dataset-1-0-test.md?metric=GAP%20Error>): Lower is better; unit: SCALAR.

- [HOMO Error](<https://www.sota2.com/research/sota/polymer-property-prediction-on-polymer-property-prediction-dataset-1-0-test.md?metric=HOMO%20Error>): Lower is better; unit: SCALAR.

- [LUMO Error](<https://www.sota2.com/research/sota/polymer-property-prediction-on-polymer-property-prediction-dataset-1-0-test.md?metric=LUMO%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | GAP Error | Result date | Report paper |
| --- | --- | --- | --- |
| MGT + LapPE | 0.0378 | Not recorded | 68fa703c1e209131cea49cb4 |
| MGT + RWPE | 0.0384 | Not recorded | 68fa703c1e209131cea49cb4 |
| MGT + WavePE | 0.0387 | Not recorded | 68fa703c1e209131cea49cb4 |
| GPS | 0.0467 | Not recorded | 68fa703c1e209131cea49cb4 |
| GCN + Virtual Node | 0.0589 | Not recorded | 68fa703c1e209131cea49cb4 |
| GINE + Virtual Node | 0.087 | Not recorded | 68fa703c1e209131cea49cb4 |
| GINE | 0.1018 | Not recorded | 68fa703c1e209131cea49cb4 |
| GCN | 0.1094 | Not recorded | 68fa703c1e209131cea49cb4 |
| Transformer + LapPE | 0.2949 | Not recorded | 68fa703c1e209131cea49cb4 |

### MGT + LapPE

GAP Error: 0.0378. Result ID: 69910e983a6c314849055bec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Implementation](<https://github.com/HySonLab/Multires-Graph-Transformer>)

Recorded evaluation configuration: {"No. Params":"499k"}. This record does not assert independent reproduction.

### MGT + RWPE

GAP Error: 0.0384. Result ID: 69910e983a6c314849055bed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Implementation](<https://github.com/HySonLab/Multires-Graph-Transformer>)

Recorded evaluation configuration: {"No. Params":"499k"}. This record does not assert independent reproduction.

### MGT + WavePE

GAP Error: 0.0387. Result ID: 69910e983a6c314849055bee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Implementation](<https://github.com/HySonLab/Multires-Graph-Transformer>)

Recorded evaluation configuration: {"No. Params":"499k"}. This record does not assert independent reproduction.

### GPS

GAP Error: 0.0467. Result ID: 69910e983a6c314849055bea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

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

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

Recorded evaluation configuration: {"No. Params":"600k"}. This record does not assert independent reproduction.

### GCN + Virtual Node

GAP Error: 0.0589. Result ID: 69910e983a6c314849055be7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

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

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

Recorded evaluation configuration: {"No. Params":"557k"}. This record does not assert independent reproduction.

### GINE + Virtual Node

GAP Error: 0.087. Result ID: 69910e983a6c314849055be9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671b1e209131cea14492.md>)

[Implementation](<http://snap.stanford.edu/gnn-pretrain>)

Recorded evaluation configuration: {"No. Params":"557k"}. This record does not assert independent reproduction.

### GINE

GAP Error: 0.1018. Result ID: 69910e983a6c314849055be8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671b1e209131cea14492.md>)

[Implementation](<http://snap.stanford.edu/gnn-pretrain>)

Recorded evaluation configuration: {"No. Params":"527k"}. This record does not assert independent reproduction.

### GCN

GAP Error: 0.1094. Result ID: 69910e983a6c314849055be6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

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

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

Recorded evaluation configuration: {"No. Params":"527k"}. This record does not assert independent reproduction.

### Transformer + LapPE

GAP Error: 0.2949. Result ID: 69910e983a6c314849055beb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703c1e209131cea49cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa692e1e209131cea209b0.md>)

Recorded evaluation configuration: {"No. Params":"700k"}. This record does not assert independent reproduction.

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