Datasets:
| # ===== GROUND TRUTH REFERENCE ===== | |
| # NOTE: This ground truth serves as a reference answer for symbolic regression tasks | |
| # This expression is NOT the original function used to generate the training data | |
| # It is provided solely for evaluation and comparison of large model outputs | |
| # DO NOT use this expression as the basis for data generation | |
| def dv_dt(x, t, v): | |
| F0 = 0.4465879557417327 | |
| alpha = 0.3254156367450257 | |
| omega0 = 0.3333333333333333 | |
| gamma = 0.4465879557417327 | |
| return F0 * np.sin(t) - alpha * v**3 - omega0**2 * (gamma * np.abs(v)**(1/3) + 1) * x - omega0**2 * x | |