Symbolic Regression on LLM-SRBench Symbolic
34.4Term RecallIGSR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IGSR2026.05 | 34.4 | 5.58 | |
| IGSR-Agent2026.05 | 32.1 | 5.58 | |
| LLM-SR2026.05 | 20.5 | 1.4 | |
| D3-white-box2026.05 | 19.5 | 0.155 | |
| ICL2026.05 | 16.7 | 0 | |
| ICSR2026.05 | 13.1 | 0.465 | |
| LaSR2026.05 | 6.53 | 0.775 | |
| LaSRLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 4.6 | 1.3 | |
| ICSRLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 3.7 | 1.33 | |
| ICLLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 3.5 | 1.35 | |
| D3-w.b.LLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 3.16 | 1.34 | |
| LLM-SRLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 3.13 | 1.29 | |
| IGSRLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 1.99 | 1.17 | |
| IGSR-AgentLLM backbone=GPT-4o-mini, Token budget=fixed2026.05 | 1.98 | 1.16 |