Symbolic Regression on Lung Cancer with Chemo (LC-C) (test)
0.0013MSEIGSR
Evaluation Results
| Method | Links | |
|---|---|---|
| IGSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.0013 | |
| RNNBaseline Category=black-box baselines, Seeds=252026.05 | 0.0069 | |
| PySRBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 0.12 | |
| XGBoostBaseline Category=black-box baselines, Seeds=252026.05 | 0.155 | |
| TransformerBaseline Category=black-box baselines, Seeds=252026.05 | 0.179 | |
| ICSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.688 | |
| SINDyBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 0.838 | |
| LaSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 1.71 | |
| ICLBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 21.2 | |
| LLM-SRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 42.2 | |
| D3-w.b.Baseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 45 | |
| GPLearnBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 46.8 | |
| ZeroOptimBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 86.2 | |
| DyNODEBaseline Category=black-box baselines, Seeds=252026.05 | 355 | |
| ZeroShotBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 4,970 |