Stability Prediction on Matbench-Discovery unique structure prototypes

84.7F1 ScoreMatRIS-L

Evaluation results

Method
MatRIS-L2026.03	84.7	5.422	82.9	86.5	95.1	0.031	0.829	0.489	0.0717
MatRIS-M2026.03	83.3	5.363	82	84.7	94.8	0.033	0.82	0.542	0.0742
eSEN-30M-MP2026.03	83.1	5.26	80.4	86.1	94.6	0.033	0.822	0.34	0.0752
eqV2 S DeNS2026.03	81.5	5.042	77.1	86.4	94.1	0.036	0.788	1.676	0.0757
MatRIS-S2026.03	81.1	5.127	78.4	84	94	0.036	0.803	0.73	0.0766
DPA-3.1-MPTrj2026.03	80.3	5.024	76.8	84.1	93.6	0.037	0.812	0.65	0.0801
Eqnorm MPTrj2026.03	78.6	4.844	74.1	83.8	92.9	0.04	0.799	0.408	0.0837
HIENet2026.03	77.7	4.932	75.4	80.1	92.9	0.041	0.793	0.642	0.0795
ORB v2 MPTrj2026.03	76.5	4.702	71.9	81.7	92.2	0.045	0.756	1.725	0.1007
NequIP-MP-L2026.03	76.1	4.704	71.9	80.9	92.1	0.043	0.791	0.452	0.0856
SevenNet-l3i52026.03	76	4.629	70.8	82.1	92	0.044	0.776	0.55	0.0847
Allegro-MP-L2026.03	75.1	4.516	69	82.3	91.5	0.044	0.778	0.504	0.0816
Nequix MP2026.03	75.1	4.455	68.1	83.6	91.4	0.044	0.782	0.446	0.0853
GRACE-2L2026.03	69.1	4.163	63.6	75.7	89.6	0.052	0.741	0.525	0.0897
MACE-MP-02026.03	66.9	3.777	57.7	79.6	87.8	0.057	0.697	0.647	0.0915
CHGNet2026.03	61.3	3.361	51.4	75.8	85.1	0.063	0.689	1.717	0.0949
eSEN-30M-OAM2026.03	0.925	6.069	0.928	0.923	0.977	0.018	0.866	0.17	0.061
eSEN-30M-OAM2026.05	0.925	—	—	—	0.977	0.018	0.866	—	0.061
MatRIS-10M-OAM2026.03	0.921	6.039	0.923	0.918	0.976	0.019	0.871	0.218	0.06
eqV2 M2026.03	0.917	6.047	0.924	0.91	0.975	0.02	0.848	1.771	0.069
TriForces eSEN-sm2026.05	0.915	—	—	—	0.974	0.019	0.874	—	0.062
TriForces Orb-v32026.05	0.91	—	—	—	0.972	0.02	0.874	—	0.065
ORB v32026.03	0.905	5.912	0.904	0.907	0.971	0.024	0.821	0.21	0.075
Orb-v32026.05	0.905	—	—	—	0.971	0.024	0.821	—	0.075
AlphaNet-v1-OMA2026.03	0.901	5.747	0.879	0.924	0.968	0.024	0.831	0.644	0.079
SevenNet-MF-ompa2026.03	0.901	5.825	0.89	0.911	0.969	0.021	0.867	0.317	0.064
Allegro-OAM-L2026.03	0.895	5.674	0.867	0.923	0.966	0.022	0.868	0.319	0.065
Nequip-OAM-L2026.03	0.893	5.832	0.89	0.895	0.967	0.022	0.865	0.166	0.065
DPA3-3M-FT2026.03	0.884	5.667	0.866	0.903	0.963	0.023	0.869	0.469	0.069
GRACE-2L-OAM-L2026.03	0.883	5.84	0.893	0.874	0.964	0.022	0.862	0.169	0.064