Symbolic Regression on Feynman Symbolic Regression Database
1Score (I.6.2a)SeTGAP
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SeTGAP2025.11 | 1 | — | 1 | 0.993 | 1 | 1 | 0.994 | 0.961 | 1 | 1 | 1 | 0.996 | 1 | 1 | 0.975 | 1 | 1 | 1 | 1 | 1 | 0.599 | 0.839 | 0.997 | 1 | 1 | 1 | 0.998 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.999 | 0.773 | 1 | 1 | 1 | 0.993 | 0.809 | 1 | 1 | 1 | 0.995 | 1 | 0.991 | 0.999 | |
| AFP2025.11 | 1 | — | 0.834 | 0.859 | 0.966 | 1 | 0.984 | 0.999 | 1 | 0.988 | 0.976 | 0.949 | 1 | 1 | 0.945 | 1 | 1 | 0.986 | 1 | 1 | 0.917 | 0.801 | 0.992 | 0.999 | 1 | 0.975 | 0.88 | 1 | 0.996 | 0.988 | 0.993 | 1 | 0.992 | 0.956 | 0.998 | 0.894 | 0.93 | 1 | 1 | 0.959 | 0.954 | 0.998 | 0.998 | 0.999 | 0.982 | 0.993 | 0.999 | 1 | |
| AFP_FE2025.11 | 1 | — | 0.953 | 0.964 | 0.987 | 1 | 0.999 | 0.999 | 1 | 1 | 0.993 | 0.98 | 1 | 1 | 0.959 | 1 | 1 | 0.994 | 1 | 1 | 0.951 | 0.919 | 0.998 | 1 | 1 | 0.983 | 0.951 | 1 | 1 | 1 | 1 | 1 | 1 | 0.992 | 0.991 | 0.966 | 0.998 | 1 | 0.999 | 0.993 | 0.99 | 1 | 1 | 0.999 | 0.996 | 0.999 | 1 | 1 | |
| AIFeynman2025.11 | 1 | — | 0.998 | 0.955 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.93 | 0.9 | 1 | 1 | 1 | 0.999 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.995 | 1 | 1 | 1 | |
| EPLEX2025.11 | 1 | — | 0.975 | 0.98 | 0.993 | 1 | 0.997 | 0.999 | 1 | 0.995 | 0.995 | 0.998 | 1 | 0.999 | 0.988 | 1 | 0.999 | 0.998 | 1 | 1 | 0.964 | 0.853 | 0.996 | 0.996 | 1 | 0.992 | 0.995 | 1 | 0.996 | 0.996 | 0.987 | 1 | 0.989 | 0.998 | 0.997 | 0.938 | 0.995 | 1 | 0.998 | 0.998 | 0.996 | 0.998 | 1 | 0.999 | 0.991 | 0.998 | 1 | 1 | |
| FEAT2025.11 | 1 | — | 0.987 | 0.922 | 1 | 1 | 0.957 | 0.994 | 1 | 0.995 | 1 | 0.937 | 1 | 1 | 1 | 0.997 | 0.987 | 0.999 | 1 | 1 | 0.987 | 0.449 | 0.827 | 0.995 | 1 | 0.999 | 0.825 | 1 | 1 | 0.994 | 0.991 | 1 | 0.985 | 0.979 | 0.99 | 0.587 | 0.979 | 0.999 | 0.972 | 0.976 | 0.86 | 0.955 | 1 | 0.995 | 0.996 | 0.948 | 0.999 | 1 | |
| GP-GOMEA2025.11 | 1 | — | 0.964 | 0.986 | 0.997 | 1 | 1 | 1 | 1 | 1 | 0.996 | 1 | 1 | 1 | 0.996 | 1 | 1 | 0.999 | 1 | 1 | 0.961 | 0.987 | 1 | 0.998 | 1 | 0.998 | 0.998 | 1 | 1 | 0.998 | 0.997 | 1 | 0.998 | 0.999 | 0.999 | 0.959 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |
| ITEA2025.11 | 1 | — | 0.491 | 0.988 | 0.957 | 1 | 0.972 | 0.97 | 1 | 0.919 | 0.957 | 1 | 1 | 0.979 | 0.929 | 0.785 | 0.95 | 0.97 | 1 | 1 | 0.514 | 0.724 | 0.797 | 1 | 1 | 0.919 | 0.92 | 1 | 0.994 | 1 | 1 | 1 | 0.995 | 0.991 | 1 | 0.413 | 1 | 0.967 | 1 | 0.909 | 0.708 | 0.983 | 0.98 | 0.995 | 0.966 | 0.986 | 0.998 | 1 | |
| MRGP2025.11 | 1 | — | 1 | 0.999 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.998 | 1 | 1 | 1 | 0.999 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.999 | 1 | 0.999 | 1 | 1 | 0.998 | 1 | 1 | |
| Operon2025.11 | 1 | — | 0.989 | 0.996 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.983 | 0.844 | 1 | 1 | 1 | 0.999 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.951 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |
| SBP-GP2025.11 | 1 | — | 0.995 | 0.996 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.997 | 0.998 | 0.998 | 1 | 1 | 1 | 0.999 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.994 | 1 | 1 | 1 | 0.999 | 0.992 | 1 | 1 | 1 | 0.999 | 0.999 | 1 | 1 | |
| FFX2025.11 | 0.999 | — | 0.861 | 0.992 | 0.996 | 0.998 | 0.951 | 0.979 | 0.998 | 0.856 | 0.997 | 0.654 | 0.994 | 0.998 | 0.987 | 0.929 | 0.768 | 0.993 | 0.997 | 0.995 | 0.797 | 0.585 | 0.83 | 0.977 | 0.998 | 0.994 | 0.906 | 0.998 | 0.993 | 0.977 | 0.977 | 0.994 | 0.975 | 0.63 | 0.996 | 0.751 | 0.613 | 0.996 | 0.988 | 0.938 | 0.886 | 0.977 | 0.998 | 0.992 | 0.987 | 0.92 | 0.987 | 0.997 | |
| DSR2025.11 | 0.998 | — | 0.265 | 0.598 | 0.787 | 0.988 | 0.883 | 0.933 | 0.988 | 0.96 | 0.918 | 0.74 | 0.969 | 0.974 | 0.869 | 0.965 | 0.964 | 0.914 | 0.977 | 0.967 | 0.553 | 0.492 | 0.831 | 0.935 | 0.959 | 0.941 | 0.911 | 0.987 | 0.959 | 0.932 | 0.932 | 0.968 | 0.911 | 0.906 | 0.895 | 0.537 | 0.911 | 0.966 | 0.939 | 0.785 | 0.634 | 0.92 | 0.977 | 0.962 | 0.863 | 0.909 | 0.97 | 0.997 | |
| BSR2025.11 | 0.991 | — | 0.593 | 0.605 | 0.348 | 1 | 0.465 | 0.423 | 0.866 | 0.415 | 0.39 | 0.403 | 0.847 | 0.999 | 0.968 | 0.51 | 0.229 | 0.588 | 0.995 | 0.992 | 0.246 | 0.443 | 0.719 | 0.406 | 1 | 0.95 | 0.719 | 0.98 | 0.855 | 0.437 | 0.51 | 0.877 | 0.839 | 0.422 | 0.907 | 0.331 | 0.273 | 0.712 | 0.562 | 0.407 | 0.2 | 0.664 | 0.983 | 0.882 | 0.759 | 0.308 | 0.976 | 0.991 | |
| gplearn2025.11 | 0.987 | — | 0.779 | 0.752 | 0.985 | 1 | 0.751 | 0.254 | 1 | 0.987 | 0.992 | 0.963 | 1 | 0.999 | 0.893 | 0.785 | 1 | 0.987 | 1 | 1 | 0.891 | 0.783 | 0.97 | 0.953 | 0.988 | 0.84 | 0.905 | 0.996 | 0.982 | 0.972 | 0.954 | 0.981 | 0.948 | 0.933 | 0.98 | 0.822 | 0.91 | 0.913 | 0.598 | 0.135 | 0 | 0.977 | 0.999 | 0.981 | 0.892 | 0.976 | 0.997 | 0.994 |