Symbolic Regression on Stress–Strain (OOD)
0.0321NMSEPG-SR
Evaluation results
| Method | Links | |
|---|---|---|
| PG-SRBackbone=Llama-3.3-70B2026.02 | 0.0321 | |
| PG-SRBackbone=GPT-4o-mini2026.02 | 0.0463 | |
| LaSRBackbone=Llama-3.3-70B2026.02 | 0.0618 | |
| LLM-SRBackbone=Llama-3.3-70B2026.02 | 0.0677 | |
| DrSRBackbone=Llama-3.3-70B2026.02 | 0.073 | |
| PySR2026.02 | 0.0772 | |
| LLM-SRBackbone=GPT-4o-mini2026.02 | 0.086 | |
| LaSRBackbone=GPT-4o-mini2026.02 | 0.0877 | |
| Operon2026.02 | 0.115 | |
| DrSRBackbone=GPT-4o-mini2026.02 | 0.141 | |
| PhyE2E2026.02 | 0.147 | |
| GP-GOMEA2026.02 | 0.215 | |
| Deliberate Evolution2026.06 | 0.298 | |
| uDSR2026.02 | 0.493 | |
| E2E2026.02 | 0.512 | |
| LLM-SR2026.06 | 0.634 | |
| NeSymReS2026.02 | 0.746 | |
| DSR2026.02 | 0.794 | |
| GPLearn2026.02 | 1 | |
| LASR2026.06 | 1.15 | |
| LLMDirect2026.06 | 1.2 | |
| SGA2026.06 | 1.84 | |
| TPSR2026.02 | 1.95 |