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SOTA Polymer property prediction benchmarks and papers with code | Wizwand
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Polymer property prediction
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
O2Perm
GREA
R^2
0.941
18
3mo ago
PolyDensity
GREA
R^2
0.723
18
3mo ago
MeltingTemp
GREA
R^2
0.736
18
3mo ago
GlassTemp
GREA
R^2
0.864
18
3mo ago
Tg (Glass transition temperature) S1 (test)
Periodic-TDL
Test R2
0.901
9
7d ago
Xc S1 (test)
Periodic-TDL
Test R2 Score
40.3
9
7d ago
Nc Refractive index S1 (test)
Periodic-TDL
R2 Score (Test)
0.826
9
7d ago
EPS Dielectric constant S1 (test)
Periodic-TDL
Test R2
0.767
9
7d ago
Ei Ionization energy S1 (test)
Periodic-TDL
R2 Score (Test)
0.825
9
7d ago
Eea (Electron affinity) S1 (test)
Periodic-TDL
Test R2
0.925
9
7d ago
Egb Bandgap (bulk) S1 (test)
Periodic-TDL
R2 Score (Test)
0.921
9
7d ago
Eib (Electron injection barrier) S1 (test)
Periodic-TDL
Test R2 Score
0.748
9
7d ago
Egc Bandgap (chain) S1 (test)
Periodic-TDL
R2 Score (Test)
0.906
9
7d ago
Polymer property prediction dataset 1.0 (test)
MGT + LapPE
GAP Error
0.0378
9
3mo ago
NeurIPS Open Polymer Prediction Challenge 2025 (public)
PARC
FFV R^2
0.825
4
3mo ago
Polymer Property Dataset (test)
Polymer-Agent
Dielectric Constant (EPS) (1KHz)
3.44
1
3mo ago
Polymer MD (PE, aPS, PMMA, PEG)
-
-
0
1mo ago
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