Symbolic Regression on Stress–Strain (ID)
0.0061NMSEPG-SR
Evaluation results
| Method | Links | |
|---|---|---|
| PG-SRBackbone=Llama-3.3-70B2026.02 | 0.0061 | |
| LLM-SRBackbone=Llama-3.3-70B2026.02 | 0.014 | |
| PG-SRBackbone=GPT-4o-mini2026.02 | 0.0149 | |
| LaSRBackbone=Llama-3.3-70B2026.02 | 0.0164 | |
| PySR2026.02 | 0.0187 | |
| LaSRBackbone=GPT-4o-mini2026.02 | 0.0204 | |
| LLM-SRBackbone=GPT-4o-mini2026.02 | 0.021 | |
| DrSRBackbone=Llama-3.3-70B2026.02 | 0.0211 | |
| DrSRBackbone=GPT-4o-mini2026.02 | 0.0242 | |
| PhyE2E2026.02 | 0.0321 | |
| Operon2026.02 | 0.0346 | |
| GP-GOMEA2026.02 | 0.0709 | |
| uDSR2026.02 | 0.0881 | |
| Deliberate Evolution2026.06 | 0.111 | |
| E2E2026.02 | 0.116 | |
| LLM-SR2026.06 | 0.144 | |
| LASR2026.06 | 0.252 | |
| DSR2026.02 | 0.342 | |
| LLMDirect2026.06 | 0.391 | |
| GPLearn2026.02 | 0.394 | |
| TPSR2026.02 | 0.602 | |
| NeSymReS2026.02 | 0.858 | |
| SGA2026.06 | 3.95 |