Feynman
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Symbolic Regression | Feynman benchmark | Median Final Training Loss1 | 60 | |
| Function fitting | Feynman | Loss1 | 60 | |
| Symbolic Regression | Feynman Dataset epsilon=0.1 (test) | R2 Score0.9957 | 20 | |
| Symbolic Regression | Feynman Dataset epsilon=0.001 (test) | R299.62 | 20 | |
| Symbolic Regression | Feynman Problem III.17.37 | Mean R21 | 15 | |
| Symbolic Regression | Feynman Problem III.15.14 | Mean R21 | 15 | |
| Symbolic Regression | Feynman Problem III.10.19 | R2 (mean)1 | 15 | |
| Symbolic Regression | Feynman Problem III.4.33 | Mean R21 | 15 | |
| Symbolic Regression | Feynman Problem II.38.14 | Mean R2 Score1 | 15 | |
| Symbolic Regression | Feynman Problem II.34.29a | Mean R2100 | 15 | |
| Symbolic Regression | Feynman–synthetic Hard tier (test) | R^22.3784 | 5 | |
| Symbolic Regression | Feynman real-world (Hard) | R^23.69 | 5 | |
| Symbolic Regression | Feynman-real-world Medium | R^20.9994 | 5 | |
| Symbolic Regression | Feynman real-world Easy | R^2 Score0.9505 | 5 | |
| Symbolic Regression | Feynman I.9.18 (test) | Median Test MSE0.0002 | 2 | |
| Symbolic Regression | Feynman I.34.1 (test) | Median Test MSE0.0021 | 2 | |
| Symbolic Regression | Feynman I.12.4 (test) | Median Test MSE0.0001 | 2 | |
| Symbolic Regression | Feynman II.6.15b (test) | Median Test MSE0.0001 | 2 | |
| Symbolic Regression | Feynman II.6.15a (test) | Median Test MSE0.0022 | 2 | |
| Symbolic Regression | Feynman II.21.32 (test) | Median Test MSE0 | 2 | |
| Symbolic Regression | Feynman II.34.29a (test) | Median Test MSE0 | 2 | |
| Symbolic Regression | Feynman I.13.4 (test) | Median Test MSE0.643 | 2 | |
| Symbolic Regression | Feynman I.12.1 (test) | Median Test MSE0.0212 | 2 | |
| Symbolic Regression | Feynman I.10.7 (test) | Median Test MSE0.0013 | 2 |
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