# Polymer property prediction on EPS (test) Source: [Polymer property prediction on EPS (test)]() Collection index: [llms.txt]() Data updated: 2026-06-08T06:21:58.997Z Evaluation of model performance on predicting the Polymer property (EPS) using the test split of the EPS dataset, measured using RMSE and 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 (test) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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](): Lower is better; unit: SCALAR. - [R2](): Higher is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | PolyConFM | 0.477 | Not recorded | 68fa4c521e209131ce94c3ac | | MMPolymer | 0.511 | Not recorded | 68fa4c521e209131ce94c3ac | | Uni-Mol | 0.536 | Not recorded | 68fa4c521e209131ce94c3ac | | Transpolymer | 0.547 | Not recorded | 68fa4c521e209131ce94c3ac | | 3D Infomax | 0.582 | Not recorded | 68fa4c521e209131ce94c3ac | | polyBERT | 0.618 | Not recorded | 68fa4c521e209131ce94c3ac | | MolCLR | 0.631 | Not recorded | 68fa4c521e209131ce94c3ac | ### PolyConFM RMSE: 0.477. Result ID: 6a265eddfbc373592c22579c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMPolymer RMSE: 0.511. Result ID: 6a265eddfbc373592c22579b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Uni-Mol RMSE: 0.536. Result ID: 6a265eddfbc373592c225798. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transpolymer RMSE: 0.547. Result ID: 6a265eddfbc373592c22579a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 3D Infomax RMSE: 0.582. Result ID: 6a265eddfbc373592c225797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### polyBERT RMSE: 0.618. Result ID: 6a265eddfbc373592c225799. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MolCLR RMSE: 0.631. Result ID: 6a265eddfbc373592c225796. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.