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Stability Prediction on Matbench-Discovery unique structure prototypes

84.7F1 Score

MatRIS-L

Updated 1mo ago

Evaluation Results

Method
MatRIS-L 2026.03	84.7	5.422	82.9	86.5	95.1	0.031	0.829	0.489	0.0717
MatRIS-M 2026.03	83.3	5.363	82	84.7	94.8	0.033	0.82	0.542	0.0742
eSEN-30M-MP 2026.03	83.1	5.26	80.4	86.1	94.6	0.033	0.822	0.34	0.0752
eqV2 S DeNS 2026.03	81.5	5.042	77.1	86.4	94.1	0.036	0.788	1.676	0.0757
MatRIS-S 2026.03	81.1	5.127	78.4	84	94	0.036	0.803	0.73	0.0766
DPA-3.1-MPTrj 2026.03	80.3	5.024	76.8	84.1	93.6	0.037	0.812	0.65	0.0801
Eqnorm MPTrj 2026.03	78.6	4.844	74.1	83.8	92.9	0.04	0.799	0.408	0.0837
HIENet 2026.03	77.7	4.932	75.4	80.1	92.9	0.041	0.793	0.642	0.0795
ORB v2 MPTrj 2026.03	76.5	4.702	71.9	81.7	92.2	0.045	0.756	1.725	0.1007
NequIP-MP-L 2026.03	76.1	4.704	71.9	80.9	92.1	0.043	0.791	0.452	0.0856
SevenNet-l3i5 2026.03	76	4.629	70.8	82.1	92	0.044	0.776	0.55	0.0847
Allegro-MP-L 2026.03	75.1	4.516	69	82.3	91.5	0.044	0.778	0.504	0.0816
Nequix MP 2026.03	75.1	4.455	68.1	83.6	91.4	0.044	0.782	0.446	0.0853
GRACE-2L 2026.03	69.1	4.163	63.6	75.7	89.6	0.052	0.741	0.525	0.0897
MACE-MP-0 2026.03	66.9	3.777	57.7	79.6	87.8	0.057	0.697	0.647	0.0915
CHGNet 2026.03	61.3	3.361	51.4	75.8	85.1	0.063	0.689	1.717	0.0949
eSEN-30M-OAM 2026.03	0.925	6.069	0.928	0.923	0.977	0.018	0.866	0.17	0.061
MatRIS-10M-OAM 2026.03	0.921	6.039	0.923	0.918	0.976	0.019	0.871	0.218	0.06
eqV2 M 2026.03	0.917	6.047	0.924	0.91	0.975	0.02	0.848	1.771	0.069
ORB v3 2026.03	0.905	5.912	0.904	0.907	0.971	0.024	0.821	0.21	0.075
AlphaNet-v1-OMA 2026.03	0.901	5.747	0.879	0.924	0.968	0.024	0.831	0.644	0.079
SevenNet-MF-ompa 2026.03	0.901	5.825	0.89	0.911	0.969	0.021	0.867	0.317	0.064
Allegro-OAM-L 2026.03	0.895	5.674	0.867	0.923	0.966	0.022	0.868	0.319	0.065
Nequip-OAM-L 2026.03	0.893	5.832	0.89	0.895	0.967	0.022	0.865	0.166	0.065
DPA3-3M-FT 2026.03	0.884	5.667	0.866	0.903	0.963	0.023	0.869	0.469	0.069
GRACE-2L-OAM-L 2026.03	0.883	5.84	0.893	0.874	0.964	0.022	0.862	0.169	0.064