Share your thoughts, 1 month free Claude Pro on usSee more

Crystal Generation on LeMat-GenBench (MP20)

97.2Validity

Crystalite

Updated 15d ago

Evaluation Results

Method	Links
Crystalite 2026.04		97.2	95.8	53.2	-	0.0905	0.132	12.7	1.5	51.6	22.6
OMatG 2026.04		96.4	95.2	51.2	-	0.0956	0.0759	11.6	1	49.8	18
PLaID++ 2026.02		96	77.8	24.2	0.5	0.09	0.13	12.4	100	60.7	7.6
PLaID++ 2026.04		96	77.8	24.2	-	0.0854	0.1286	12.4	1	60.7	7.6
MatterGen 2026.02		95.7	95.1	70.5	0.7	0.18	0.39	2	20	33.4	15
DiffCSP 2026.02		95.7	94.8	66.2	0.64	0.28	0.59	2.3	10	29.8	8.5
MatterGen 2026.04		95.7	95.1	70.5	-	0.1834	0.3878	2	0.2	33.4	15
DiffCSP 2026.04		95.7	94.8	66.2	-	0.2747	0.3794	2.3	0.1	29.8	8.5
DiffCSP++ 2026.02		95.3	95.1	62	0.52	0.41	0.69	1	20	26.4	5
DiffCSP++ 2026.04		95.3	95.1	62	-	0.4093	0.6933	1	0.2	26.4	5
WyFormer-DFT 2026.02		95.2	95	66.4	0.67	0.27	0.42	3.7	40	24.8	7.8
WyFormer-DFT 2026.04		95.2	95	66.4	-	0.2708	0.4173	3.7	0.4	24.8	7.8
Jointly trained ZATOM-1-L 2026.02		95	90.4	3.7	0.87	0.09	0.14	3.1	4	71.5	0.64
Jointly trained ZATOM-1-XL 2026.02		94.9	90.1	4.8	0.91	0.11	0.16	3.3	0	64.3	0.36
WyFormer 2026.02		93.4	93	66.4	0.43	0.5	0.81	0.5	10	15.7	1.9
WyFormer 2026.04		93.4	93	66.4	-	0.4988	0.8121	0.5	0.1	15.7	1.9
Jointly trained ADiT 2026.02		90.6	87.8	26	0.73	0.33	0.38	0.4	0	36.5	1
ADiT 2026.04		90.6	87.8	26	-	0.3333	0.3794	0.4	0	36.5	1
Jointly trained ZATOM-1 2026.02		88.5	84.4	8.1	0.84	0.19	0.21	2.7	4	51.8	0.36
LLaMat2-CIF 2026.02		84.4	81.4	30	0.47	0.44	0.54	0.7	10	34.7	2.1
SymmCD 2026.02		73.4	73	47	0.02	0.88	0.87	1.4	10	18.6	2.4
SymmCD 2026.04		73.4	73	47	-	0.8761	0.872	1.4	0.1	18.6	2.4
MP20-only ZATOM-1 2026.02		73.2	70.4	21	0.53	0.44	0.42	0.6	0	32.7	0.2
Crystalformer 2026.02		69.9	69.4	31.8	0.17	0.7	0.66	1.4	0	28.8	3.1
CrystalFormer 2026.04		69.9	69.4	31.8	-	0.7039	0.6585	1.4	0	28.8	3.1
Crystal-GFN 2026.02		51.7	51.7	51.7	1.3	2.09	1.87	0	0	0	0
Crystal-GFN 2026.04		51.7	51.7	51.7	-	2.0858	1.8665	0	0	0	0
LLaMat3-CIF 2026.02		15.4	15.2	10.5	0.74	1.71	1.01	0.1	0	2.1	0.2