JARVIS-Leaderboard AI

NIST JARVIS AI model contribution index across materials ML tasks including force fields, property prediction, spectra, atom generation, and materials text tasks.

139rows
reported_scoreprimary metric
2026-05-28sampled

Metadata

ID
jarvis_leaderboard_ai
Category
Materials
Release
Unknown

Metrics

Reported Score (lower is better)

Latest Results

Rows are imported from the official JARVIS AI model contributions index. The source mixes metrics such as MAE, RMSE, MULTIMAE, ACC, and ROUGE, so each row preserves its source metric direction in metadata and in the reported_score metric value.

Rank Subject Reported Score Model Match Provenance Sampled
1 mlearn_analysis_Ge_orb-v2 on mlearnall_Ge_stresses 0.668917 MULTIMAE — Imported 2026-05-28
2 mlearn_analysis_Ge_eqV2_31M_omat_mp_salex on mlearnall_Ge_forces 0.0282175 MULTIMAE — Imported 2026-05-28
3 mlearn_analysis_Si_eqV2_153M_omat on mlearnall_Si_forces 0.0123348 MULTIMAE — Imported 2026-05-28
4 mlearn_analysis_Si_orb-v2 on mlearnall_Si_stresses 0.871774 MULTIMAE — Imported 2026-05-28
5 mlearn_analysis_Cu_eqV2_86M_omat_mp_salex on mlearnall_Cu_forces 0.00483365 MULTIMAE — Imported 2026-05-28
6 mlearn_analysis_Cu_eqV2_31M_omat on mlearnall_Cu_stresses 0.755483 MULTIMAE — Imported 2026-05-28
7 logisticreg_model_text_title_abstract on pubchem_categories 0.9674 ACC — Imported 2026-05-28
8 svc_model_text_title_abstract on arXiv_categories 0.9082 ACC — Imported 2026-05-28
9 kgcnn_coNGN on dft_3d_mepsz 22.842 MAE — Imported 2026-05-28
10 kgcnn_coNGN on dft_3d_slme 4.4428 MAE — Imported 2026-05-28
11 alignn_model on dft_3d_n_powerfact 442.299 MAE — Imported 2026-05-28
12 kgcnn_coGN on dft_3d_n_Seebeck 39.2692 MAE — Imported 2026-05-28
13 kgcnn_coNGN on dft_3d_dfpt_piezo_max_dij 13.8868 MAE — Imported 2026-05-28
14 kgcnn_coNGN on dft_3d_bulk_modulus_kv 8.7022 MAE — Imported 2026-05-28
15 kgcnn_coNGN on dft_3d_epsz 17.8104 MAE — Imported 2026-05-28
16 kgcnn_coNGN on dft_3d_epsy 18.5923 MAE — Imported 2026-05-28
17 kgcnn_coGN on dft_3d_ehull 0.0466 MAE — Imported 2026-05-28
18 kgcnn_coGN on dft_3d_optb88vdw_bandgap 0.1219 MAE — Imported 2026-05-28
19 matminer_rf on dft_3d_ph_heat_capacity 5.2757 MAE — Imported 2026-05-28
20 alignn_model on dft_3d_avg_elec_mass 0.0853 MAE — Imported 2026-05-28
21 kgcnn_coNGN on dft_3d_mepsy 23.3299 MAE — Imported 2026-05-28
22 kgcnn_coNGN on dft_3d_spillage 0.3463 MAE — Imported 2026-05-28
23 alignn_model on dft_3d_avg_hole_mass 0.1239 MAE — Imported 2026-05-28
24 kgcnn_coGN on dft_3d_optb88vdw_total_energy 0.0262 MAE — Imported 2026-05-28
25 kgcnn_coGN on dft_3d_formation_energy_peratom 0.0271 MAE — Imported 2026-05-28
26 matminer_xgboost on dft_3d_exfoliation_energy 40.887 MAE — Imported 2026-05-28
27 kgcnn_coNGN on dft_3d_dfpt_piezo_max_dielectric 25.5553 MAE — Imported 2026-05-28
28 kgcnn_coNGN on dft_3d_mepsx 23.3801 MAE — Imported 2026-05-28
29 kgcnn_coNGN on dft_3d_encut 129.827 MAE — Imported 2026-05-28
30 alignn_model on dft_3d_max_efg 19.1211 MAE — Imported 2026-05-28
31 matminer_xgboost on dft_3d_kpoint_length_unit 9.047 MAE — Imported 2026-05-28
32 kgcnn_coGN on dft_3d_mbj_bandgap 0.264 MAE — Imported 2026-05-28
33 kgcnn_coNGN on dft_3d_magmom_oszicar 0.2437 MAE — Imported 2026-05-28
34 kgcnn_coNGN on dft_3d_shear_modulus_gv 8.4881 MAE — Imported 2026-05-28
35 kgcnn_coNGN on dft_3d_epsx 18.5738 MAE — Imported 2026-05-28
36 transformers_xlnet on mat_scholar_ner_labels 0.7481 ACC — Imported 2026-05-28
37 mlearn_analysis_Mo_eqV2_31M_omat_mp_salex on mlearnall_Mo_stresses 1.46649 MULTIMAE — Imported 2026-05-28
38 mlearn_analysis_Mo_eqV2_86M_omat_mp_salex on mlearnall_Mo_forces 0.0476235 MULTIMAE — Imported 2026-05-28
39 mlearn_analysis_Ni_eqV2_31M_omat on mlearnall_Ni_stresses 1.10162 MULTIMAE — Imported 2026-05-28
40 mlearn_analysis_Ni_eqV2_86M_omat_mp_salex on mlearnall_Ni_forces 0.00867163 MULTIMAE — Imported 2026-05-28
41 alignnff_pretrained_wt0.1 on alignn_ff_db_energy 0.0342 MAE — Imported 2026-05-28
42 mlearn_analysis_Li_eqV2_31M_omat_mp_salex on mlearnall_Li_stresses 0.190421 MULTIMAE — Imported 2026-05-28
43 mlearn_analysis_Li_eqV2_153M_omat on mlearnall_Li_forces 0.00422849 MULTIMAE — Imported 2026-05-28
44 crystal_feature_model on vacancydb_oxides_train_test_ef 0.7 MAE — Imported 2026-05-28
45 ElemNet2_TL on mag2d_chem_magnetic_moment 0.2997 MAE — Imported 2026-05-28
46 matminer_rf on supercon_chem_Tc 4.8511 MAE — Imported 2026-05-28
47 ElemNet2_TL on ssub_formula_energy 0.0924 MAE — Imported 2026-05-28
48 alignn_model on ocp10k_relaxed_energy 0.7623 MAE — Imported 2026-05-28
49 cdvae_model on carbon24_energy_per_atom 0.3581 RMSE — Imported 2026-05-28
50 cdvae_model on dft_3d_Tc_supercon 0.3557 RMSE — Imported 2026-05-28
51 matminer_xgboost on hmof_pld 0.5728 MAE — Imported 2026-05-28
52 alignn_model on snumat_Band_gap_HSE 0.3765 MAE — Imported 2026-05-28
53 matminer_xgboost on dft_3d_n_powerfact 0.8186 ACC — Imported 2026-05-28
54 alignn_model on qmof_bandgap 0.2019 MAE — Imported 2026-05-28
55 kgcnn_coGN on qe_tb_energy_per_atom 0.0636 MAE — Imported 2026-05-28
56 matminer_rf on qe_tb_indir_gap 0.0278 MAE — Imported 2026-05-28
57 matminer_xgboost on dft_3d_magmom_oszicar 0.9489 ACC — Imported 2026-05-28
58 alignn_model on megnet_e_form 0.0221 MAE — Imported 2026-05-28
59 matminer_rf on dft_3d_slme 0.8422 ACC — Imported 2026-05-28
60 matminer_xgboost on dft_3d_p_Seebeck 0.9332 ACC — Imported 2026-05-28
61 kgcnn_coGN on qe_tb_f_enp 0.0956 MAE — Imported 2026-05-28
62 matminer_xgboost on dft_3d_spillage 0.8364 ACC — Imported 2026-05-28
63 matminer_xgboost on hmof_lcd 0.4585 MAE — Imported 2026-05-28
64 alignn_model on megnet_gappbe 0.218 MAE — Imported 2026-05-28
65 matminer_xgboost on hmof_max_co2_adsp 0.4622 MAE — Imported 2026-05-28
66 alignn_model on hmof_surface_area_m2g 91.1502 MAE — Imported 2026-05-28
67 matminer_xgboost on dft_3d_mbj_bandgap 0.9399 ACC — Imported 2026-05-28
68 matminer_xgboost on dft_3d_optb88vdw_bandgap 0.9361 ACC — Imported 2026-05-28
69 kgcnn_coGN on qe_tb_final_energy 1.3185 MAE — Imported 2026-05-28
70 matminer_xgboost on hmof_surface_area_m2cm3 83.3575 MAE — Imported 2026-05-28
71 alignn_model on hmof_void_fraction 0.0174 MAE — Imported 2026-05-28
72 alignn_model on hmof_min_co2_adsp 0.0383 MAE — Imported 2026-05-28
73 snap_mlearn on mlearn_Li_forces 0.027338 MULTIMAE — Imported 2026-05-28
74 snap_mlearn on mlearn_Mo_forces 0.184341 MULTIMAE — Imported 2026-05-28
75 snap_mlearn on mlearn_Mo_energy 0.9078 MAE — Imported 2026-05-28
76 alignnff_mlearn_all_wt1 on mlearn_Ge_forces 0.0720182 MULTIMAE — Imported 2026-05-28
77 snap_mlearn on mlearn_Ni_forces 0.0618173 MULTIMAE — Imported 2026-05-28
78 snap_mlearn on mlearn_Li_energy 0.1017 MAE — Imported 2026-05-28
79 matgl_mlearn on mlearn_Cu_forces 0.017749 MULTIMAE — Imported 2026-05-28
80 matgl_mlearn on mlearn_Si_energy 0.8759 MAE — Imported 2026-05-28
81 alignnff_mlearn_all_wt1 on mlearn_Ge_energy 1.5227 MAE — Imported 2026-05-28
82 snap_mlearn on mlearn_Ni_energy 1.6742 MAE — Imported 2026-05-28
83 alignnff_mlearn_wt1 on mlearn_Si_forces 0.0694239 MULTIMAE — Imported 2026-05-28
84 matgl_mlearn on mlearn_Cu_energy 0.8696 MAE — Imported 2026-05-28
85 matgl on dft_3d_chipsff_form_en 0.0452 MAE — Imported 2026-05-28
86 eqV2_86M_omat_mp_salex on dft_3d_chipsff_c11 39.4537 MAE — Imported 2026-05-28
87 orb-v1 on dft_3d_chipsff_a 0.0208 MAE — Imported 2026-05-28
88 orb-v1 on dft_3d_chipsff_b 0.0213 MAE — Imported 2026-05-28
89 eqV2_31M_omat on dft_3d_chipsff_vol 1.1662 MAE — Imported 2026-05-28
90 matgl on dft_3d_chipsff_kv 52.8003 MAE — Imported 2026-05-28
91 eqV2_86M_omat_mp_salex on dft_3d_chipsff_c 0.0204 MAE — Imported 2026-05-28
92 eqV2_153M_omat on dft_3d_chipsff_c44 31.3795 MAE — Imported 2026-05-28
93 eqV2_31M_omat_mp_salex on dft_3d_chipsff_surf_en 0.6721 MAE — Imported 2026-05-28
94 google_t5_xl on mmlu_test_quiz 0.4887 ACC — Imported 2026-05-28
95 alignn_model on halide_peroskites_Ref_ind 0.0233 MAE — Imported 2026-05-28
96 alignn_model on qm9_std_jctc_ZPVE 0.0019 MAE — Imported 2026-05-28
97 alignn_model on ocp_all_relaxed_energy 0.5989 MAE — Imported 2026-05-28
98 alignn_model on AGRA_OH_ead 0.0762 MAE — Imported 2026-05-28
99 alignn_model on AGRA_CO_ead 0.1349 MAE — Imported 2026-05-28
100 alignn_model on qm9_std_jctc_H 0.014 MAE — Imported 2026-05-28
101 alignn_model on AGRA_O_ead 0.1134 MAE — Imported 2026-05-28
102 alignn_model on qm9_std_jctc_mu 0.0248 MAE — Imported 2026-05-28
103 alignn_model on qm9_std_jctc_G 0.0133 MAE — Imported 2026-05-28
104 alignn_model on qm9_std_jctc_R2 0.6523 MAE — Imported 2026-05-28
105 alignn_model on AGRA_COOH_ead 0.0485 MAE — Imported 2026-05-28
106 alignn_model on qm9_std_jctc_alpha 0.0557 MAE — Imported 2026-05-28
107 alignn_model on qm9_std_jctc_Cv 0.0239 MAE — Imported 2026-05-28
108 alignn_model on qm9_std_jctc_U 0.0138 MAE — Imported 2026-05-28
109 alignn_model on halide_peroskites_HSE_gap 0.1615 MAE — Imported 2026-05-28
110 alignn_model on qm9_std_jctc_LUMO 0.0175 MAE — Imported 2026-05-28
111 alignn_model on tinnet_OH_ead 0.0882 MAE — Imported 2026-05-28
112 alignn_model on qm9_std_jctc_gap 0.0345 MAE — Imported 2026-05-28
113 alignn_model on AGRA_CHO_ead 0.1062 MAE — Imported 2026-05-28
114 alignn_model on halide_peroskites_HSE_decomp_energy 0.0512 MAE — Imported 2026-05-28
115 alignn_model on qm9_std_jctc_HOMO 0.0187 MAE — Imported 2026-05-28
116 alignn_model on ocp100k_relaxed_energy 0.6289 MAE — Imported 2026-05-28
117 alignn_model on edos_pdos_ph_dos 0.0577264 MULTIMAE — Imported 2026-05-28
118 alignn_model on tinnet_O_ead 0.3694 MAE — Imported 2026-05-28
119 alignn_model on halide_peroskites_PBE_gap 0.1223 MAE — Imported 2026-05-28
120 alignn_model on qm9_std_jctc_U0 0.0146 MAE — Imported 2026-05-28
121 alignn_model on halide_peroskites_PBE_decomp_energy 0.0477 MAE — Imported 2026-05-28
122 alignn_model on tinnet_N_ead 0.0871 MAE — Imported 2026-05-28
123 densenet_model on stem_2d_image_bravais_class 0.8304 ACC — Imported 2026-05-28
124 matgl_pretrained on mlearn_Si_stresses 12.3679 MULTIMAE — Imported 2026-05-28
125 matgl_pretrained on mlearn_Cu_stresses 29.0813 MULTIMAE — Imported 2026-05-28
126 matgl_pretrained on mlearn_Ni_stresses 38.8421 MULTIMAE — Imported 2026-05-28
127 alignnff_mlearn_all_wt1 on mlearn_Mo_stresses 44.8696 MULTIMAE — Imported 2026-05-28
128 matgl_pretrained on mlearn_Li_stresses 4.56505 MULTIMAE — Imported 2026-05-28
129 matgl_pretrained on mlearn_Ge_stresses 9.84346 MULTIMAE — Imported 2026-05-28
130 m3gnet_pretrained on alignn_ff_db_forces 0.0844879 MULTIMAE — Imported 2026-05-28
131 transformers_gpt2_medium_base on arxiv_gen_text 0.2036 ROUGE — Imported 2026-05-28
132 alignn_hydride_supercon_plusbulk on dft_3d_Tc_supercon_hydride_plus_bulk 7.9619 MAE — Imported 2026-05-28
133 transformers_t5_base on arxiv_summary_text 0.2602 ROUGE — Imported 2026-05-28
134 mxene_alignn on mxene275_formation_energy 0.0561 MAE — Imported 2026-05-28
135 alignnff_pretrained_wt0.1 on vacancydb_elements_ef 1.1992 MAE — Imported 2026-05-28
136 alignnff_pretrained_wt0.1 on vacancydb_ef 0.8739 MAE — Imported 2026-05-28
137 alignnff_pretrained_wt0.1 on vacancydb_2D_ef 1.0018 MAE — Imported 2026-05-28
138 alignnff_pretrained_wt0.1 on vacancydb_oxides_ef 0.6091 MAE — Imported 2026-05-28
139 alignn_hydride_supercon on dft_3d_Tc_supercon_hydride 12.3099 MAE — Imported 2026-05-28