# Polymer property prediction on EPS Dielectric constant S1 (test)

Source: [Polymer property prediction on EPS Dielectric constant S1 (test)](<https://www.sota2.com/research/sota/polymer-property-prediction-on-eps-dielectric-constant-s1-test>)

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

Data updated: 2026-05-27T09:20:51.964Z

Evaluation of model performance on predicting the Static dielectric constant (EPS) property using the S1 test split of the EPS Dielectric constant dataset, measured using Test R2.

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) | EPS Dielectric constant S1 (test) |
| Metric | Test R2 |
| Unit | SCALAR |
| Direction | Higher 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

- [Test R2](<https://www.sota2.com/research/sota/polymer-property-prediction-on-eps-dielectric-constant-s1-test.md?metric=Test%20R2>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Test R2 | Result date | Report paper |
| --- | --- | --- | --- |
| Periodic-TDL | 0.767 | Not recorded | 6a167a8adbd7150506f7ffb3 |
| polyBERT | 0.674 | Not recorded | 6a167a8adbd7150506f7ffb3 |
| MolCLR (GIN) | 0.664 | Not recorded | 6a167a8adbd7150506f7ffb3 |
| polyGNN | 0.654 | Not recorded | 6a167a8adbd7150506f7ffb3 |
| TransPolymer | 0.652 | Not recorded | 6a167a8adbd7150506f7ffb3 |
| TransChem | 0.637 | Not recorded | 6a167a8adbd7150506f7ffb3 |
| MMPolymer | 0.601 | Not recorded | 6a167a8adbd7150506f7ffb3 |
| Morgan (NN) | 0.552 | Not recorded | 6a167a8adbd7150506f7ffb3 |
| MolCLR (GCN) | 0.075 | Not recorded | 6a167a8adbd7150506f7ffb3 |

### Periodic-TDL

Test R2: 0.767. Result ID: 6a16b6d2fbc373592c101de3.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

### polyBERT

Test R2: 0.674. Result ID: 6a16b6d2fbc373592c101ddc.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa44c61e209131ce913831.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

### MolCLR (GIN)

Test R2: 0.664. Result ID: 6a16b6d2fbc373592c101de0.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa41601e209131ce8fa7a1.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

### polyGNN

Test R2: 0.654. Result ID: 6a16b6d2fbc373592c101dde.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa43991e209131ce90b26e.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

### TransPolymer

Test R2: 0.652. Result ID: 6a16b6d2fbc373592c101ddd.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa44211e209131ce90efd2.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

### TransChem

Test R2: 0.637. Result ID: 6a16b6d2fbc373592c101de1.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

### MMPolymer

Test R2: 0.601. Result ID: 6a16b6d2fbc373592c101de2.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa47961e209131ce92945c.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

### Morgan (NN)

Test R2: 0.552. Result ID: 6a16b6d2fbc373592c101ddb.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

### MolCLR (GCN)

Test R2: 0.075. Result ID: 6a16b6d2fbc373592c101ddf.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8adbd7150506f7ffb3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa41601e209131ce8fa7a1.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"five-fold cross-validation"}. This record does not assert independent reproduction.

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