Symbolic Regression on LLM-SRBench ID (test)
0.4NMSED3-white-box
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| D3-white-box2026.05 | 0.4 | 2.33 | |
| ICSR2026.05 | 1.15 | 18.8 | |
| IGSRLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 1.35 | 1.12 | |
| IGSR-Agent2026.05 | 1.69 | 64 | |
| IGSR-AgentLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 2.41 | 1.5 | |
| LLM-SRLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 3.71 | 2.38 | |
| ICLLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 3.91 | 2.53 | |
| ICSRLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 4.21 | 3.34 | |
| LLM-SR2026.05 | 4.54 | 39.1 | |
| LaSRLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 5.53 | 3.94 | |
| ICL2026.05 | 6.19 | 39.1 | |
| D3-w.b.LLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 6.89 | 4.16 | |
| IGSR2026.05 | 7.51 | 78.1 | |
| LaSR2026.05 | 9.47 | 7.75 |