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 dA_dt(t, A): | |
| alpha_s = 0.3009370469546767 | |
| alpha_z = 0.3009370469546767 | |
| beta = 0.8913296033617462 | |
| return -alpha_s * A * np.exp(-alpha_s * t) + alpha_z * A ** 2 / (beta * A ** 4 + 1) | |