tokenizer stringclasses 2 values | data_size stringclasses 4 values | representation stringclasses 9 values | property stringclasses 4 values | mae_mean float64 0.06 0.57 | mae_std float64 0 0.14 | mae_min float64 0.05 0.5 | mae_max float64 0.06 0.7 | rmse_mean float64 0.08 1.9 | rmse_std float64 0 0.96 | rmse_min float64 0.08 1.18 | rmse_max float64 0.09 3.31 | mape_mean float64 0.06 0.56 | mape_std float64 0 0.05 | mape_min float64 0.05 0.52 | mape_max float64 0.06 0.61 | max_error_mean float64 0.77 33.3 | max_error_std float64 0.06 19 | max_error_min float64 0.63 15.3 | max_error_max float64 0.9 59.6 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
normal | 30k | crystal_text_llm | matbench_log_kvrh | 0.095363 | 0.005748 | 0.088937 | 0.104301 | 0.15071 | 0.007825 | 0.141282 | 0.163343 | 0.062857 | 0.003942 | 0.058158 | 0.067845 | 1.127029 | 0.135113 | 0.896849 | 1.251465 |
normal | 30k | crystal_text_llm | matbench_log_gvrh | 0.107726 | 0.0028 | 0.104248 | 0.112665 | 0.154641 | 0.003125 | 0.151593 | 0.159568 | 0.084094 | 0.003469 | 0.081561 | 0.090866 | 1.115579 | 0.185945 | 0.864739 | 1.374981 |
normal | 30k | crystal_text_llm | matbench_perovskites | 0.06981 | 0.004974 | 0.063878 | 0.075684 | 0.096556 | 0.005687 | 0.088941 | 0.103348 | 0.072469 | 0.007783 | 0.062849 | 0.081808 | 0.864433 | 0.071521 | 0.737167 | 0.935901 |
normal | 30k | composition | matbench_dielectric | 0.520172 | 0.078234 | 0.443092 | 0.658943 | 1.846082 | 0.924544 | 0.957149 | 3.286337 | 0.174416 | 0.010573 | 0.16394 | 0.192126 | 32.974686 | 18.412748 | 14.144812 | 58.405746 |
normal | 30k | composition | matbench_log_kvrh | 0.118499 | 0.005876 | 0.11007 | 0.126214 | 0.188577 | 0.007779 | 0.179782 | 0.199897 | 0.079073 | 0.00593 | 0.07201 | 0.089132 | 1.47388 | 0.270079 | 1.102783 | 1.795456 |
normal | 30k | composition | matbench_log_gvrh | 0.13552 | 0.004427 | 0.12878 | 0.141564 | 0.191806 | 0.00885 | 0.177607 | 0.204305 | 0.10386 | 0.003472 | 0.098706 | 0.108949 | 1.453818 | 0.399727 | 1.012401 | 2.113888 |
normal | 30k | composition | matbench_perovskites | 0.431773 | 0.006052 | 0.423985 | 0.441143 | 0.570718 | 0.007543 | 0.559795 | 0.579372 | 0.53407 | 0.03375 | 0.504495 | 0.594446 | 2.556175 | 0.186885 | 2.370273 | 2.882352 |
normal | 30k | atom_sequences | matbench_dielectric | 0.483735 | 0.096531 | 0.378849 | 0.657888 | 1.822929 | 0.910901 | 0.867942 | 3.27133 | 0.160006 | 0.013823 | 0.140474 | 0.172562 | 32.435362 | 18.162118 | 13.896756 | 59.117754 |
normal | 30k | atom_sequences | matbench_log_kvrh | 0.104933 | 0.002518 | 0.102409 | 0.108233 | 0.170032 | 0.004336 | 0.162715 | 0.175071 | 0.069253 | 0.003328 | 0.064706 | 0.073703 | 1.232811 | 0.315101 | 0.852796 | 1.630758 |
normal | 30k | atom_sequences | matbench_log_gvrh | 0.123337 | 0.005177 | 0.118227 | 0.131607 | 0.176525 | 0.00707 | 0.168085 | 0.189202 | 0.094528 | 0.004216 | 0.090446 | 0.102482 | 1.359517 | 0.250991 | 0.885664 | 1.627445 |
normal | 30k | atom_sequences | matbench_perovskites | 0.428079 | 0.008915 | 0.418008 | 0.442142 | 0.559516 | 0.007933 | 0.55042 | 0.572703 | 0.543719 | 0.041577 | 0.476087 | 0.606076 | 2.191738 | 0.120836 | 1.985025 | 2.299158 |
normal | 30k | atom_sequences_plusplus | matbench_dielectric | 0.482589 | 0.072872 | 0.369698 | 0.586263 | 1.762206 | 0.925033 | 0.749447 | 3.23906 | 0.166121 | 0.035927 | 0.124346 | 0.226467 | 31.176044 | 17.733063 | 12.684227 | 58.224608 |
normal | 30k | atom_sequences_plusplus | matbench_log_kvrh | 0.107279 | 0.003359 | 0.103052 | 0.112577 | 0.173768 | 0.004803 | 0.166449 | 0.180689 | 0.071128 | 0.003035 | 0.065728 | 0.074851 | 1.3526 | 0.250033 | 1.063874 | 1.808122 |
normal | 30k | atom_sequences_plusplus | matbench_log_gvrh | 0.121494 | 0.004919 | 0.116081 | 0.130699 | 0.171762 | 0.004533 | 0.163142 | 0.175971 | 0.092162 | 0.00169 | 0.089404 | 0.094284 | 1.08647 | 0.211513 | 0.827066 | 1.405728 |
normal | 30k | atom_sequences_plusplus | matbench_perovskites | 0.218868 | 0.006968 | 0.205746 | 0.224005 | 0.328113 | 0.006523 | 0.317051 | 0.334742 | 0.225274 | 0.02941 | 0.184733 | 0.275934 | 2.988352 | 0.176848 | 2.789531 | 3.246953 |
normal | 30k | zmatrix | matbench_dielectric | 0.489185 | 0.108185 | 0.418826 | 0.702875 | 1.770691 | 0.921525 | 0.837639 | 3.268324 | 0.166757 | 0.029082 | 0.117522 | 0.197384 | 31.428897 | 17.925437 | 13.550693 | 58.616884 |
normal | 30k | zmatrix | matbench_log_kvrh | 0.100011 | 0.005755 | 0.093138 | 0.109872 | 0.161347 | 0.006794 | 0.155343 | 0.173833 | 0.06666 | 0.003882 | 0.063232 | 0.071647 | 1.256822 | 0.186438 | 0.971223 | 1.541649 |
normal | 30k | zmatrix | matbench_log_gvrh | 0.116289 | 0.002326 | 0.113083 | 0.119673 | 0.165005 | 0.004073 | 0.160219 | 0.170488 | 0.088286 | 0.001933 | 0.084886 | 0.090854 | 1.223177 | 0.392318 | 0.84582 | 1.957317 |
normal | 30k | zmatrix | matbench_perovskites | 0.077149 | 0.006904 | 0.069858 | 0.08942 | 0.106797 | 0.005575 | 0.101207 | 0.116796 | 0.076737 | 0.007562 | 0.068636 | 0.091064 | 0.974356 | 0.201393 | 0.768736 | 1.320293 |
normal | 100k | local_env | matbench_log_gvrh | 0.110698 | 0.002317 | 0.107727 | 0.113735 | 0.154108 | 0.004321 | 0.150065 | 0.161941 | 0.08415 | 0.001696 | 0.08199 | 0.086647 | 1.110021 | 0.321218 | 0.894001 | 1.749075 |
normal | 100k | local_env | matbench_log_kvrh | 0.097942 | 0.005553 | 0.091759 | 0.106846 | 0.152871 | 0.004428 | 0.147624 | 0.160564 | 0.064037 | 0.003257 | 0.060478 | 0.068325 | 1.206892 | 0.269778 | 0.832975 | 1.656834 |
normal | 100k | local_env | matbench_perovskites | 0.076235 | 0.004384 | 0.070539 | 0.083812 | 0.103999 | 0.005645 | 0.096666 | 0.11241 | 0.076642 | 0.004461 | 0.06858 | 0.082162 | 0.924888 | 0.076174 | 0.809548 | 1.040779 |
normal | 100k | cif_p1 | matbench_dielectric | 0.44614 | 0.077446 | 0.353431 | 0.580576 | 1.763016 | 0.927738 | 0.831846 | 3.231829 | 0.146566 | 0.018997 | 0.128661 | 0.180806 | 32.141839 | 17.471977 | 14.627864 | 58.298438 |
normal | 100k | cif_p1 | matbench_log_kvrh | 0.098884 | 0.002382 | 0.095529 | 0.102654 | 0.162392 | 0.003434 | 0.157652 | 0.166195 | 0.067165 | 0.002522 | 0.063756 | 0.071264 | 1.30848 | 0.187036 | 1.004739 | 1.568265 |
normal | 100k | cif_p1 | matbench_log_gvrh | 0.114534 | 0.003814 | 0.109449 | 0.120886 | 0.162276 | 0.004393 | 0.15796 | 0.170502 | 0.087813 | 0.002227 | 0.085348 | 0.091603 | 1.041121 | 0.190695 | 0.765224 | 1.277232 |
normal | 100k | cif_p1 | matbench_perovskites | 0.067533 | 0.005907 | 0.058199 | 0.076429 | 0.094978 | 0.007199 | 0.084586 | 0.107218 | 0.070668 | 0.007383 | 0.062002 | 0.083835 | 0.948674 | 0.151341 | 0.739263 | 1.134655 |
normal | 100k | cif_symmetrized | matbench_dielectric | 0.524287 | 0.082279 | 0.416347 | 0.651536 | 1.779568 | 0.938712 | 0.81871 | 3.257831 | 0.189451 | 0.029786 | 0.164107 | 0.245115 | 32.059346 | 18.241319 | 14.376649 | 58.881847 |
normal | 100k | cif_symmetrized | matbench_log_kvrh | 0.107377 | 0.005813 | 0.098677 | 0.11604 | 0.172917 | 0.009933 | 0.162457 | 0.185513 | 0.072089 | 0.004169 | 0.066083 | 0.077292 | 1.526494 | 0.254287 | 1.18203 | 1.883543 |
normal | 100k | cif_symmetrized | matbench_log_gvrh | 0.117503 | 0.004574 | 0.111614 | 0.123642 | 0.171782 | 0.008357 | 0.163723 | 0.183766 | 0.089235 | 0.004024 | 0.085393 | 0.096617 | 1.504842 | 0.42695 | 1.103998 | 2.041436 |
normal | 100k | cif_symmetrized | matbench_perovskites | 0.07575 | 0.006499 | 0.068519 | 0.085397 | 0.10911 | 0.008467 | 0.098256 | 0.121238 | 0.075317 | 0.00758 | 0.065632 | 0.085032 | 1.282731 | 0.426913 | 0.76099 | 1.904509 |
normal | 100k | slices | matbench_dielectric | 0.488208 | 0.091481 | 0.384085 | 0.649691 | 1.819439 | 0.923585 | 0.804936 | 3.250952 | 0.169674 | 0.018786 | 0.14829 | 0.199948 | 32.878845 | 18.540769 | 14.373801 | 59.158977 |
normal | 100k | slices | matbench_log_kvrh | 0.095333 | 0.006602 | 0.086285 | 0.104912 | 0.152282 | 0.006815 | 0.143509 | 0.16097 | 0.063127 | 0.005233 | 0.056392 | 0.071763 | 1.329458 | 0.23362 | 1.099708 | 1.76877 |
normal | 100k | slices | matbench_log_gvrh | 0.10671 | 0.005022 | 0.10118 | 0.115981 | 0.151855 | 0.006276 | 0.147903 | 0.164366 | 0.081178 | 0.004147 | 0.077272 | 0.088611 | 1.083625 | 0.213529 | 0.845613 | 1.42263 |
normal | 100k | slices | matbench_perovskites | 0.075361 | 0.006514 | 0.067567 | 0.086838 | 0.103493 | 0.007114 | 0.0966 | 0.116564 | 0.074922 | 0.005308 | 0.06631 | 0.082176 | 0.851075 | 0.067837 | 0.74686 | 0.92349 |
normal | 100k | crystal_text_llm | matbench_dielectric | 0.469791 | 0.124456 | 0.354354 | 0.684275 | 1.764243 | 0.959229 | 0.769578 | 3.249253 | 0.161315 | 0.023984 | 0.130625 | 0.199266 | 32.6006 | 18.325995 | 14.53212 | 58.307402 |
normal | 100k | crystal_text_llm | matbench_log_kvrh | 0.091404 | 0.003817 | 0.087576 | 0.097581 | 0.147908 | 0.006173 | 0.138528 | 0.154399 | 0.060718 | 0.002734 | 0.057409 | 0.064666 | 1.200067 | 0.2429 | 0.935126 | 1.570801 |
normal | 100k | crystal_text_llm | matbench_log_gvrh | 0.106614 | 0.005343 | 0.102003 | 0.116802 | 0.153048 | 0.005427 | 0.14745 | 0.162484 | 0.082154 | 0.00582 | 0.077983 | 0.093571 | 1.005411 | 0.106768 | 0.872976 | 1.155111 |
normal | 100k | crystal_text_llm | matbench_perovskites | 0.057251 | 0.003102 | 0.053284 | 0.061086 | 0.08458 | 0.003909 | 0.079316 | 0.089215 | 0.057906 | 0.002368 | 0.054592 | 0.060867 | 0.965696 | 0.061973 | 0.856195 | 1.026572 |
normal | 100k | composition | matbench_dielectric | 0.56539 | 0.06915 | 0.496723 | 0.687006 | 1.897155 | 0.890438 | 1.175969 | 3.292584 | 0.202294 | 0.02612 | 0.170658 | 0.250211 | 33.083488 | 18.841372 | 14.19121 | 58.704196 |
normal | 100k | composition | matbench_log_kvrh | 0.117154 | 0.003708 | 0.112166 | 0.122421 | 0.187301 | 0.007845 | 0.177426 | 0.195842 | 0.078232 | 0.004191 | 0.072166 | 0.083763 | 1.456778 | 0.172151 | 1.214976 | 1.639068 |
normal | 100k | composition | matbench_log_gvrh | 0.13594 | 0.003956 | 0.129852 | 0.140412 | 0.192037 | 0.006335 | 0.183039 | 0.201226 | 0.103951 | 0.003525 | 0.099864 | 0.110105 | 1.336189 | 0.32013 | 1.043627 | 1.901146 |
normal | 100k | composition | matbench_perovskites | 0.433944 | 0.005568 | 0.422945 | 0.438261 | 0.572717 | 0.007847 | 0.559541 | 0.582258 | 0.543532 | 0.012214 | 0.521571 | 0.553644 | 2.424764 | 0.129646 | 2.301495 | 2.669411 |
normal | 100k | atom_sequences | matbench_dielectric | 0.454854 | 0.082335 | 0.360046 | 0.604574 | 1.81165 | 0.904714 | 0.829405 | 3.241215 | 0.148756 | 0.016193 | 0.128263 | 0.167627 | 32.462081 | 18.050555 | 13.912431 | 59.111465 |
normal | 100k | atom_sequences | matbench_log_kvrh | 0.104068 | 0.006576 | 0.096871 | 0.112267 | 0.169294 | 0.008052 | 0.154413 | 0.177761 | 0.069214 | 0.005056 | 0.063215 | 0.075187 | 1.297206 | 0.3295 | 0.874714 | 1.745053 |
normal | 100k | atom_sequences | matbench_log_gvrh | 0.122255 | 0.004096 | 0.116457 | 0.12851 | 0.175422 | 0.005235 | 0.165561 | 0.180996 | 0.094041 | 0.002105 | 0.089968 | 0.095691 | 1.405509 | 0.250857 | 0.955365 | 1.702754 |
normal | 100k | atom_sequences | matbench_perovskites | 0.428751 | 0.004675 | 0.422914 | 0.4371 | 0.561463 | 0.005115 | 0.555754 | 0.570585 | 0.539846 | 0.045814 | 0.483541 | 0.613077 | 2.294478 | 0.128713 | 2.086553 | 2.432975 |
normal | 100k | atom_sequences_plusplus | matbench_dielectric | 0.480285 | 0.062949 | 0.406131 | 0.586353 | 1.780446 | 0.933011 | 0.84785 | 3.279663 | 0.163605 | 0.014088 | 0.149095 | 0.185728 | 31.586189 | 17.846655 | 13.928661 | 58.874296 |
normal | 100k | atom_sequences_plusplus | matbench_log_kvrh | 0.102026 | 0.004135 | 0.097699 | 0.107422 | 0.164458 | 0.002808 | 0.160038 | 0.16862 | 0.067597 | 0.002943 | 0.06391 | 0.072412 | 1.302108 | 0.26827 | 0.978598 | 1.648946 |
normal | 100k | atom_sequences_plusplus | matbench_log_gvrh | 0.118614 | 0.002365 | 0.11563 | 0.1223 | 0.167278 | 0.001896 | 0.165212 | 0.170709 | 0.090279 | 0.001735 | 0.087981 | 0.092752 | 1.058842 | 0.154003 | 0.869966 | 1.270019 |
normal | 100k | atom_sequences_plusplus | matbench_perovskites | 0.216566 | 0.007622 | 0.20799 | 0.229212 | 0.328942 | 0.005759 | 0.318998 | 0.336309 | 0.219775 | 0.016088 | 0.198131 | 0.2418 | 2.838959 | 0.151818 | 2.552434 | 2.995344 |
normal | 100k | zmatrix | matbench_dielectric | 0.498567 | 0.077133 | 0.412448 | 0.630757 | 1.786656 | 0.936696 | 0.838414 | 3.242989 | 0.173445 | 0.018695 | 0.15417 | 0.207949 | 32.663301 | 18.738487 | 14.315851 | 58.936557 |
normal | 100k | zmatrix | matbench_log_kvrh | 0.095917 | 0.002907 | 0.091022 | 0.099471 | 0.154818 | 0.004015 | 0.149039 | 0.161566 | 0.064011 | 0.002898 | 0.060451 | 0.068457 | 1.189852 | 0.178036 | 0.963564 | 1.406332 |
normal | 100k | zmatrix | matbench_log_gvrh | 0.109316 | 0.002038 | 0.106329 | 0.112383 | 0.157534 | 0.004 | 0.150164 | 0.161876 | 0.085125 | 0.002786 | 0.080823 | 0.088472 | 1.128822 | 0.16137 | 0.94953 | 1.319754 |
normal | 100k | zmatrix | matbench_perovskites | 0.068683 | 0.00766 | 0.061718 | 0.078896 | 0.096375 | 0.007309 | 0.087308 | 0.105404 | 0.069646 | 0.008091 | 0.062821 | 0.08098 | 0.861524 | 0.115996 | 0.746603 | 1.007033 |
normal | 300k | local_env | matbench_log_gvrh | 0.109598 | 0.003555 | 0.103866 | 0.114866 | 0.152237 | 0.005867 | 0.144979 | 0.162361 | 0.082983 | 0.002772 | 0.07962 | 0.087926 | 1.061212 | 0.200995 | 0.795278 | 1.41545 |
normal | 300k | local_env | matbench_log_kvrh | 0.092788 | 0.00351 | 0.089318 | 0.099085 | 0.145917 | 0.004523 | 0.141709 | 0.154698 | 0.061208 | 0.001864 | 0.05811 | 0.06303 | 1.211481 | 0.257056 | 0.938429 | 1.535052 |
normal | 300k | local_env | matbench_perovskites | 0.070087 | 0.004962 | 0.062309 | 0.075629 | 0.098423 | 0.003727 | 0.092178 | 0.102711 | 0.072452 | 0.002726 | 0.067144 | 0.0744 | 0.87084 | 0.058065 | 0.775667 | 0.930827 |
normal | 300k | cif_p1 | matbench_dielectric | 0.460205 | 0.060347 | 0.396961 | 0.560199 | 1.783518 | 0.925429 | 0.844025 | 3.216942 | 0.158817 | 0.014413 | 0.140991 | 0.178575 | 32.883651 | 18.381515 | 14.142142 | 58.448964 |
normal | 300k | cif_p1 | matbench_log_kvrh | 0.095134 | 0.005264 | 0.087104 | 0.102617 | 0.154373 | 0.005318 | 0.150024 | 0.164852 | 0.063689 | 0.003828 | 0.058564 | 0.068661 | 1.23285 | 0.093291 | 1.081754 | 1.364199 |
normal | 300k | cif_p1 | matbench_log_gvrh | 0.108503 | 0.001835 | 0.105329 | 0.110203 | 0.154842 | 0.003219 | 0.1485 | 0.157211 | 0.083544 | 0.002617 | 0.078432 | 0.085615 | 1.256097 | 0.293854 | 0.90706 | 1.732038 |
normal | 300k | cif_p1 | matbench_perovskites | 0.074646 | 0.006967 | 0.067223 | 0.087743 | 0.103043 | 0.007992 | 0.097145 | 0.118646 | 0.073593 | 0.007209 | 0.067199 | 0.08747 | 0.905805 | 0.094767 | 0.78994 | 1.015742 |
normal | 300k | cif_symmetrized | matbench_dielectric | 0.471377 | 0.080096 | 0.363136 | 0.586829 | 1.809348 | 0.929171 | 0.848297 | 3.301753 | 0.156515 | 0.012756 | 0.141915 | 0.175487 | 32.498778 | 17.851127 | 14.680561 | 59.188638 |
normal | 300k | cif_symmetrized | matbench_log_kvrh | 0.10004 | 0.004154 | 0.093599 | 0.104226 | 0.163656 | 0.006337 | 0.154306 | 0.171523 | 0.067023 | 0.004444 | 0.060785 | 0.074483 | 1.393079 | 0.171207 | 1.152714 | 1.658607 |
normal | 300k | cif_symmetrized | matbench_log_gvrh | 0.115703 | 0.002389 | 0.112918 | 0.118843 | 0.167622 | 0.002929 | 0.163546 | 0.171135 | 0.089433 | 0.0027 | 0.085854 | 0.092865 | 1.357465 | 0.182106 | 1.162694 | 1.584895 |
normal | 300k | cif_symmetrized | matbench_perovskites | 0.082426 | 0.00761 | 0.075743 | 0.091904 | 0.116627 | 0.009356 | 0.105384 | 0.130154 | 0.086589 | 0.00629 | 0.076126 | 0.095201 | 1.162272 | 0.181154 | 0.911413 | 1.465566 |
normal | 300k | slices | matbench_dielectric | 0.467502 | 0.125632 | 0.344826 | 0.696515 | 1.793591 | 0.964088 | 0.758038 | 3.284968 | 0.157331 | 0.031197 | 0.122806 | 0.196336 | 33.055423 | 18.985545 | 13.924372 | 59.318031 |
normal | 300k | slices | matbench_log_kvrh | 0.088888 | 0.005833 | 0.081854 | 0.098334 | 0.144786 | 0.006511 | 0.135627 | 0.155829 | 0.059031 | 0.004044 | 0.053628 | 0.06483 | 1.213802 | 0.143719 | 1.048298 | 1.451186 |
normal | 300k | slices | matbench_log_gvrh | 0.10491 | 0.003205 | 0.099782 | 0.109289 | 0.149146 | 0.004839 | 0.143264 | 0.157827 | 0.08032 | 0.002391 | 0.077241 | 0.083354 | 1.008984 | 0.183447 | 0.852234 | 1.346168 |
normal | 300k | slices | matbench_perovskites | 0.070801 | 0.006035 | 0.060314 | 0.077092 | 0.09857 | 0.006581 | 0.087855 | 0.107244 | 0.073115 | 0.00716 | 0.060987 | 0.08151 | 0.90065 | 0.131379 | 0.698112 | 1.029866 |
normal | 300k | crystal_text_llm | matbench_dielectric | 0.466389 | 0.084824 | 0.357275 | 0.583247 | 1.792851 | 0.953231 | 0.831897 | 3.288008 | 0.158104 | 0.029399 | 0.123242 | 0.203443 | 33.117787 | 18.50271 | 14.600846 | 58.97883 |
normal | 300k | crystal_text_llm | matbench_log_kvrh | 0.087474 | 0.003664 | 0.081569 | 0.090993 | 0.144831 | 0.005766 | 0.137079 | 0.151782 | 0.058377 | 0.003291 | 0.05297 | 0.061364 | 1.167051 | 0.137813 | 0.932509 | 1.34089 |
normal | 300k | crystal_text_llm | matbench_log_gvrh | 0.101885 | 0.002042 | 0.09804 | 0.103486 | 0.148268 | 0.00297 | 0.144265 | 0.151679 | 0.078669 | 0.002084 | 0.075403 | 0.080941 | 1.089351 | 0.224751 | 0.848268 | 1.456283 |
normal | 300k | crystal_text_llm | matbench_perovskites | 0.066695 | 0.002705 | 0.063526 | 0.070358 | 0.093545 | 0.003334 | 0.089827 | 0.098161 | 0.069755 | 0.005793 | 0.063813 | 0.07763 | 0.798086 | 0.089258 | 0.677506 | 0.941883 |
normal | 300k | composition | matbench_dielectric | 0.553867 | 0.071825 | 0.44623 | 0.640665 | 1.848961 | 0.933127 | 0.872617 | 3.313187 | 0.198173 | 0.02853 | 0.153027 | 0.228875 | 32.895308 | 18.546449 | 13.688947 | 58.74379 |
normal | 300k | composition | matbench_log_kvrh | 0.116387 | 0.004451 | 0.111869 | 0.124867 | 0.185821 | 0.006482 | 0.176559 | 0.191863 | 0.076482 | 0.00438 | 0.072414 | 0.084526 | 1.630472 | 0.450197 | 1.067103 | 2.157001 |
normal | 300k | composition | matbench_log_gvrh | 0.131902 | 0.004726 | 0.126975 | 0.139475 | 0.189622 | 0.00876 | 0.179619 | 0.202616 | 0.101238 | 0.004865 | 0.097324 | 0.110335 | 1.516083 | 0.381986 | 1.020998 | 2.145122 |
normal | 300k | composition | matbench_perovskites | 0.430151 | 0.005056 | 0.421279 | 0.436591 | 0.566835 | 0.005041 | 0.561161 | 0.576201 | 0.535677 | 0.037133 | 0.466626 | 0.573065 | 2.457648 | 0.197571 | 2.224582 | 2.738865 |
normal | 300k | atom_sequences | matbench_dielectric | 0.469404 | 0.087637 | 0.373654 | 0.606758 | 1.806008 | 0.91761 | 0.833724 | 3.290584 | 0.158727 | 0.015069 | 0.141131 | 0.180612 | 31.999723 | 17.711924 | 13.941612 | 58.887402 |
normal | 300k | atom_sequences | matbench_log_kvrh | 0.107521 | 0.005525 | 0.101706 | 0.115071 | 0.177121 | 0.007783 | 0.167366 | 0.191248 | 0.071274 | 0.004306 | 0.065562 | 0.076566 | 1.372702 | 0.339101 | 0.953043 | 1.757727 |
normal | 300k | atom_sequences | matbench_log_gvrh | 0.12501 | 0.003166 | 0.121387 | 0.130314 | 0.178431 | 0.005016 | 0.172014 | 0.187162 | 0.095773 | 0.002182 | 0.092452 | 0.098656 | 1.31213 | 0.271458 | 0.879683 | 1.564919 |
normal | 300k | atom_sequences | matbench_perovskites | 0.431575 | 0.007619 | 0.419298 | 0.44318 | 0.563975 | 0.007144 | 0.551878 | 0.572574 | 0.561607 | 0.042716 | 0.489399 | 0.610691 | 2.216836 | 0.124327 | 2.083711 | 2.368718 |
normal | 300k | atom_sequences_plusplus | matbench_dielectric | 0.4782 | 0.091773 | 0.367016 | 0.641992 | 1.758435 | 0.927395 | 0.89052 | 3.278108 | 0.160093 | 0.031128 | 0.116185 | 0.203841 | 31.443008 | 17.892918 | 13.419631 | 58.700488 |
normal | 300k | atom_sequences_plusplus | matbench_log_kvrh | 0.097257 | 0.006695 | 0.090935 | 0.110115 | 0.159761 | 0.005403 | 0.151588 | 0.168016 | 0.064459 | 0.005983 | 0.057433 | 0.075553 | 1.343321 | 0.180824 | 1.067031 | 1.624584 |
normal | 300k | atom_sequences_plusplus | matbench_log_gvrh | 0.11272 | 0.002915 | 0.109024 | 0.117565 | 0.161383 | 0.002857 | 0.157126 | 0.164299 | 0.086051 | 0.00149 | 0.083176 | 0.087495 | 1.173647 | 0.255402 | 0.884835 | 1.550945 |
normal | 300k | atom_sequences_plusplus | matbench_perovskites | 0.215167 | 0.007047 | 0.202343 | 0.22301 | 0.321516 | 0.004933 | 0.315369 | 0.328964 | 0.211699 | 0.01003 | 0.199452 | 0.226199 | 2.878103 | 0.470182 | 2.299658 | 3.56223 |
normal | 300k | zmatrix | matbench_dielectric | 0.453603 | 0.109233 | 0.338712 | 0.64496 | 1.770483 | 0.963468 | 0.786087 | 3.2714 | 0.149195 | 0.016892 | 0.123732 | 0.171949 | 32.575227 | 18.938405 | 13.982013 | 59.632624 |
normal | 300k | zmatrix | matbench_log_kvrh | 0.095287 | 0.004332 | 0.090433 | 0.101867 | 0.153253 | 0.00805 | 0.143309 | 0.162941 | 0.063517 | 0.003687 | 0.058919 | 0.068034 | 1.16823 | 0.213334 | 0.941991 | 1.526202 |
normal | 300k | zmatrix | matbench_log_gvrh | 0.114429 | 0.002956 | 0.110709 | 0.118792 | 0.163112 | 0.006032 | 0.15741 | 0.17366 | 0.088596 | 0.003705 | 0.08426 | 0.093957 | 1.086218 | 0.21007 | 0.817541 | 1.440668 |
normal | 300k | zmatrix | matbench_perovskites | 0.07727 | 0.008544 | 0.066982 | 0.090952 | 0.105398 | 0.008871 | 0.096075 | 0.121568 | 0.078638 | 0.007152 | 0.069834 | 0.088347 | 0.909115 | 0.086693 | 0.822081 | 1.03634 |
normal | 2m | local_env | matbench_log_kvrh | 0.095108 | 0.007621 | 0.084235 | 0.107985 | 0.148896 | 0.010681 | 0.138003 | 0.167041 | 0.062101 | 0.005437 | 0.056159 | 0.072289 | 1.165164 | 0.213479 | 0.856092 | 1.427914 |
normal | 2m | local_env | matbench_log_gvrh | 0.107719 | 0.003653 | 0.102583 | 0.111625 | 0.151418 | 0.004651 | 0.145542 | 0.155879 | 0.082109 | 0.00223 | 0.078393 | 0.085059 | 1.002887 | 0.182224 | 0.734578 | 1.215193 |
normal | 2m | local_env | matbench_perovskites | 0.0706 | 0.008234 | 0.060044 | 0.079444 | 0.09811 | 0.008601 | 0.087408 | 0.107648 | 0.069973 | 0.008333 | 0.058571 | 0.081627 | 0.868115 | 0.067711 | 0.799146 | 0.975192 |
normal | 2m | cif_p1 | matbench_dielectric | 0.428244 | 0.082463 | 0.351629 | 0.576404 | 1.77021 | 0.961998 | 0.758555 | 3.258601 | 0.136073 | 0.013714 | 0.125035 | 0.160847 | 32.670695 | 18.856263 | 13.408079 | 58.764327 |
normal | 2m | cif_p1 | matbench_log_kvrh | 0.097691 | 0.008474 | 0.08628 | 0.107401 | 0.15389 | 0.006913 | 0.14547 | 0.162211 | 0.065301 | 0.006671 | 0.057556 | 0.075835 | 1.328595 | 0.195135 | 1.143858 | 1.690847 |
normal | 2m | cif_p1 | matbench_log_gvrh | 0.106569 | 0.002674 | 0.102908 | 0.109913 | 0.152317 | 0.003373 | 0.145958 | 0.155669 | 0.082283 | 0.003287 | 0.077645 | 0.086479 | 1.108289 | 0.107218 | 0.976678 | 1.281856 |
normal | 2m | cif_p1 | matbench_perovskites | 0.083856 | 0.008859 | 0.067876 | 0.090924 | 0.111599 | 0.009876 | 0.093996 | 0.121751 | 0.084477 | 0.011319 | 0.066424 | 0.099656 | 0.868151 | 0.139215 | 0.706545 | 1.09032 |
normal | 2m | cif_symmetrized | matbench_dielectric | 0.411691 | 0.085133 | 0.310328 | 0.552456 | 1.821898 | 0.916404 | 0.92706 | 3.28574 | 0.128276 | 0.010607 | 0.107655 | 0.136368 | 32.759772 | 18.067842 | 14.839498 | 59.136305 |
normal | 2m | cif_symmetrized | matbench_log_kvrh | 0.092251 | 0.004003 | 0.084966 | 0.096542 | 0.152724 | 0.007926 | 0.144018 | 0.165001 | 0.06253 | 0.003565 | 0.05713 | 0.066925 | 1.3283 | 0.255878 | 1.031338 | 1.752392 |
normal | 2m | cif_symmetrized | matbench_log_gvrh | 0.103462 | 0.00126 | 0.102042 | 0.105055 | 0.151913 | 0.005066 | 0.147828 | 0.161656 | 0.080692 | 0.003826 | 0.075887 | 0.087089 | 1.349431 | 0.36364 | 0.954865 | 2.022084 |
normal | 2m | cif_symmetrized | matbench_perovskites | 0.082759 | 0.009594 | 0.068595 | 0.094231 | 0.116987 | 0.011607 | 0.101146 | 0.129846 | 0.08215 | 0.007764 | 0.068236 | 0.088465 | 1.439053 | 0.451624 | 0.716178 | 1.927189 |
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