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 | 2m | slices | matbench_dielectric | 0.459474 | 0.085644 | 0.332805 | 0.590308 | 1.789288 | 0.928355 | 0.883538 | 3.24432 | 0.155395 | 0.038361 | 0.117569 | 0.21781 | 33.032988 | 18.561886 | 14.801573 | 58.9344 |
normal | 2m | slices | matbench_log_kvrh | 0.086026 | 0.002962 | 0.081857 | 0.088613 | 0.140908 | 0.004097 | 0.134996 | 0.145301 | 0.057678 | 0.003119 | 0.054364 | 0.063101 | 1.170634 | 0.129934 | 1.003682 | 1.363941 |
normal | 2m | slices | matbench_log_gvrh | 0.099225 | 0.001991 | 0.096512 | 0.102446 | 0.143711 | 0.001668 | 0.141618 | 0.146433 | 0.076311 | 0.002426 | 0.073877 | 0.080736 | 0.971357 | 0.188304 | 0.820956 | 1.343123 |
normal | 2m | slices | matbench_perovskites | 0.072613 | 0.00626 | 0.063309 | 0.078625 | 0.10103 | 0.006769 | 0.091974 | 0.108922 | 0.070633 | 0.005161 | 0.064201 | 0.077062 | 0.862853 | 0.08571 | 0.728208 | 0.970597 |
normal | 2m | crystal_text_llm | matbench_dielectric | 0.433124 | 0.083477 | 0.320134 | 0.577329 | 1.834379 | 0.938889 | 0.756464 | 3.281323 | 0.139453 | 0.023474 | 0.112443 | 0.172212 | 33.00309 | 18.795304 | 13.764269 | 58.789005 |
normal | 2m | crystal_text_llm | matbench_log_gvrh | 0.100412 | 0.003358 | 0.096375 | 0.105347 | 0.143384 | 0.004896 | 0.135641 | 0.148989 | 0.076183 | 0.003499 | 0.071453 | 0.081072 | 1.02902 | 0.135512 | 0.849999 | 1.187439 |
normal | 2m | crystal_text_llm | matbench_log_kvrh | 0.094643 | 0.009164 | 0.084739 | 0.109248 | 0.145577 | 0.005303 | 0.136621 | 0.153107 | 0.061994 | 0.003699 | 0.058226 | 0.06685 | 1.094137 | 0.184187 | 0.850583 | 1.317059 |
normal | 2m | crystal_text_llm | matbench_perovskites | 0.073193 | 0.006956 | 0.064421 | 0.079781 | 0.100024 | 0.007539 | 0.090618 | 0.108478 | 0.079212 | 0.004388 | 0.07279 | 0.084592 | 0.877094 | 0.129961 | 0.692305 | 1.094731 |
normal | 2m | composition | matbench_dielectric | 0.497637 | 0.049198 | 0.453357 | 0.590804 | 1.78727 | 0.916956 | 0.872202 | 3.263516 | 0.170593 | 0.028991 | 0.132052 | 0.214502 | 31.890008 | 17.936755 | 13.586413 | 58.525221 |
normal | 2m | composition | matbench_log_kvrh | 0.107245 | 0.003612 | 0.102534 | 0.113157 | 0.173071 | 0.006232 | 0.165556 | 0.180023 | 0.071812 | 0.004684 | 0.065033 | 0.079203 | 1.309844 | 0.294778 | 0.916429 | 1.734989 |
normal | 2m | composition | matbench_log_gvrh | 0.122083 | 0.002361 | 0.119482 | 0.12554 | 0.174697 | 0.005669 | 0.167931 | 0.183279 | 0.092937 | 0.002372 | 0.091077 | 0.097499 | 1.202674 | 0.352271 | 0.772391 | 1.743121 |
normal | 2m | composition | matbench_perovskites | 0.428506 | 0.006586 | 0.419037 | 0.435659 | 0.56318 | 0.00585 | 0.555302 | 0.570725 | 0.530413 | 0.025874 | 0.494252 | 0.567011 | 2.372288 | 0.086578 | 2.246554 | 2.504844 |
normal | 2m | atom_sequences | matbench_dielectric | 0.45835 | 0.066397 | 0.389005 | 0.583211 | 1.823373 | 0.870565 | 0.928716 | 3.261183 | 0.152286 | 0.015353 | 0.126659 | 0.168872 | 32.029004 | 17.331002 | 14.310024 | 58.690586 |
normal | 2m | atom_sequences | matbench_log_kvrh | 0.112904 | 0.002952 | 0.1083 | 0.115964 | 0.178862 | 0.004765 | 0.174098 | 0.187776 | 0.075256 | 0.003102 | 0.071614 | 0.080427 | 1.437935 | 0.268677 | 0.986083 | 1.805445 |
normal | 2m | atom_sequences | matbench_log_gvrh | 0.12069 | 0.002502 | 0.117805 | 0.124484 | 0.175338 | 0.004859 | 0.169538 | 0.184314 | 0.093687 | 0.003503 | 0.088018 | 0.098238 | 1.21506 | 0.22837 | 0.963993 | 1.530697 |
normal | 2m | atom_sequences | matbench_perovskites | 0.42351 | 0.006204 | 0.413099 | 0.431519 | 0.557518 | 0.005553 | 0.547133 | 0.562131 | 0.523343 | 0.02953 | 0.476863 | 0.558862 | 2.268472 | 0.108605 | 2.126799 | 2.459851 |
normal | 2m | atom_sequences_plusplus | matbench_dielectric | 0.466227 | 0.089823 | 0.367249 | 0.630836 | 1.770327 | 0.921299 | 0.852538 | 3.216775 | 0.154126 | 0.0186 | 0.131684 | 0.179848 | 32.342224 | 18.127136 | 13.791783 | 58.066464 |
normal | 2m | atom_sequences_plusplus | matbench_log_kvrh | 0.097088 | 0.003745 | 0.092372 | 0.103612 | 0.15367 | 0.007381 | 0.1467 | 0.167934 | 0.063786 | 0.003173 | 0.06007 | 0.069553 | 1.25608 | 0.202807 | 0.992124 | 1.516227 |
normal | 2m | atom_sequences_plusplus | matbench_log_gvrh | 0.105991 | 0.001884 | 0.102652 | 0.107849 | 0.15162 | 0.002946 | 0.147355 | 0.156544 | 0.081605 | 0.002553 | 0.078891 | 0.085513 | 0.950891 | 0.111323 | 0.85014 | 1.166463 |
normal | 2m | atom_sequences_plusplus | matbench_perovskites | 0.201366 | 0.009651 | 0.189842 | 0.212591 | 0.310804 | 0.011751 | 0.293692 | 0.324541 | 0.202137 | 0.019117 | 0.172228 | 0.222768 | 2.897652 | 0.180947 | 2.616192 | 3.12632 |
normal | 2m | zmatrix | matbench_dielectric | 0.477922 | 0.103561 | 0.356868 | 0.654014 | 1.79418 | 0.932228 | 0.844512 | 3.223804 | 0.163106 | 0.026824 | 0.130709 | 0.200964 | 33.070655 | 18.299367 | 15.289398 | 58.904133 |
normal | 2m | zmatrix | matbench_log_kvrh | 0.093278 | 0.002522 | 0.088528 | 0.095577 | 0.151638 | 0.002362 | 0.148763 | 0.15598 | 0.062095 | 0.001951 | 0.059492 | 0.065239 | 1.310067 | 0.21613 | 1.020447 | 1.60388 |
normal | 2m | zmatrix | matbench_log_gvrh | 0.105651 | 0.002322 | 0.101296 | 0.108271 | 0.152719 | 0.002248 | 0.150581 | 0.156837 | 0.081952 | 0.002118 | 0.079264 | 0.085515 | 1.134559 | 0.236204 | 0.79694 | 1.44328 |
normal | 2m | zmatrix | matbench_perovskites | 0.067748 | 0.003809 | 0.061509 | 0.072214 | 0.095315 | 0.005325 | 0.085768 | 0.101271 | 0.068178 | 0.004501 | 0.061523 | 0.075407 | 0.920264 | 0.069083 | 0.852874 | 1.04924 |
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