Polymer property prediction

Benchmarks

Dataset Name	SOTA Method	Metric
O2Perm	GREA	R^20.941	18	5mo ago
PolyDensity	GREA	R^20.723	18	5mo ago
MeltingTemp	GREA	R^20.736	18	5mo ago
GlassTemp	GREA	R^20.864	18	5mo ago
Tg (Glass transition temperature) S1 (test)	Periodic-TDL	Test R20.901	9	2mo ago
Xc S1 (test)	Periodic-TDL	Test R2 Score40.3	9	2mo ago
Nc Refractive index S1 (test)	Periodic-TDL	R2 Score (Test)0.826	9	2mo ago
EPS Dielectric constant S1 (test)	Periodic-TDL	Test R20.767	9	2mo ago
Ei Ionization energy S1 (test)	Periodic-TDL	R2 Score (Test)0.825	9	2mo ago
Eea (Electron affinity) S1 (test)	Periodic-TDL	Test R20.925	9	2mo ago
Egb Bandgap (bulk) S1 (test)	Periodic-TDL	R2 Score (Test)0.921	9	2mo ago
Eib (Electron injection barrier) S1 (test)	Periodic-TDL	Test R2 Score0.748	9	2mo ago
Egc Bandgap (chain) S1 (test)	Periodic-TDL	R2 Score (Test)0.906	9	2mo ago
Polymer property prediction dataset 1.0 (test)	MGT + LapPE	GAP Error0.0378	9	5mo ago
Eat (test)	PolyConFM	RMSE0.048	7	1mo ago
Nc (test)	PolyConFM	RMSE0.082	7	1mo ago
EPS (test)	PolyConFM	RMSE0.477	7	1mo ago
Xc (test)	PolyConFM	RMSE16.737	7	1mo ago
Ei (test)	PolyConFM	RMSE0.384	7	1mo ago
Eea (test)	PolyConFM	RMSE0.265	7	1mo ago
Egb (test)	PolyConFM	RMSE0.473	7	1mo ago
Egc (test)	PolyConFM	RMSE0.429	7	1mo ago
NeurIPS Open Polymer Prediction Challenge 2025 (public)	PARC	FFV R^20.825	4	5mo ago
Polymer Property Dataset (test)	Polymer-Agent	Dielectric Constant (EPS) (1KHz)3.44	1	5mo ago
Polymer MD (PE, aPS, PMMA, PEG)	-	-	0	3mo ago

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