Symbolic Regression on Oscillation 1 LLM-SR Suite
0NMSEPiT-PO
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PiT-POBackbone=Llama-3.1-8B2026.02 | 0 | 100 | — | |
| PiT-POBackbone=Llama-3.2-3B2026.02 | 0 | 100 | — | |
| PG-SRBackbone=GPT-4o-mini2026.02 | 0 | — | — | |
| DrSRBackbone=Llama-3.3-70B2026.02 | 0 | — | — | |
| DrSRBackbone=GPT-4o-mini2026.02 | 0 | — | — | |
| PG-SRBackbone=Llama-3.3-70B2026.02 | 0 | — | — | |
| PySR2026.02 | 0 | — | — | |
| LLM-SRBackbone=4o-mini2026.02 | 0 | 99.92 | — | |
| LLM-SRBackbone=Mixtral 8x7B2026.02 | 0 | 100 | — | |
| PiT-POBackbone=Llama-3.2-1B2026.02 | 0 | 99.95 | — | |
| LLM-SRBackbone=GPT-4o-mini2026.02 | 0 | — | — | |
| LLM-SRBackbone=Llama-3.1-8B2026.02 | 0 | 59.58 | — | |
| RAG-SR2026.02 | 0 | 39.47 | — | |
| LLM-SRBackbone=Llama-3.2-3B2026.02 | 0 | 39.45 | — | |
| LaSRBackbone=Llama-3.3-70B2026.02 | 0 | — | — | |
| LLM-SRBackbone=Llama-3.3-70B2026.02 | 0 | — | — | |
| LaSRBackbone=GPT-4o-mini2026.02 | 0 | — | — | |
| uDSR2026.02 | 0 | — | — | |
| uDSR2026.02 | 0.0002 | 1.78 | — | |
| PySR2026.02 | 0.0003 | 3.8 | — | |
| Operon2026.02 | 0.0004 | — | — | |
| LLM-SRBackbone=Llama-3.2-1B2026.02 | 0.0004 | 3.28 | — | |
| GP-GOMEA2026.02 | 0.0014 | — | — | |
| E2E2026.02 | 0.004 | — | — | |
| NeSymReS2026.02 | 0.004 | — | — | |
| TPSR2026.02 | 0.0048 | — | — | |
| PhyE2E2026.02 | 0.0059 | — | — | |
| GPLearn2026.02 | 0.0098 | — | — | |
| DSR2026.02 | 0.0104 | — | — | |
| GPlern2026.02 | 0.0972 | 0.11 | — |