Symbolic Regression on Oscillator 1 (OOD)
0NMSESTRIDE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STRIDELLM Backbone=GPT-3.52026.05 | 0 | 100 | 100 | |
| PG-SRBackbone=GPT-4o-mini2026.02 | 0 | — | — | |
| STRIDELLM Backbone=Claude-3-Haiku2026.05 | 0 | 100 | 100 | |
| PG-SRBackbone=Llama-3.3-70B2026.02 | 0 | — | — | |
| DrSRBackbone=Llama-3.3-70B2026.02 | 0 | — | — | |
| DrSRBackbone=GPT-4o-mini2026.02 | 0 | — | — | |
| LLM-SRBackbone=GPT-4o-mini2026.02 | 0 | — | — | |
| PySR2026.02 | 0 | — | — | |
| LLM-SRLLM Backbone=GPT-3.52026.05 | 0.0003 | 99.97 | 41.21 | |
| Operon2026.02 | 0.0038 | — | — | |
| LaSRBackbone=Llama-3.3-70B2026.02 | 0.0054 | — | — | |
| LaSRBackbone=GPT-4o-mini2026.02 | 0.0097 | — | — | |
| SR-LLMLLM Backbone=GPT-3.52026.05 | 0.0108 | 46.1 | 0.21 | |
| LLM-SRBackbone=Llama-3.3-70B2026.02 | 0.0111 | — | — | |
| uDSR2026.02 | 0.0165 | — | — | |
| PhyE2E2026.02 | 0.0165 | — | — | |
| LLM-SRLLM Backbone=Claude-3-Haiku2026.05 | 0.0301 | 67.43 | 8.77 | |
| DrSRLLM Backbone=GPT-3.52026.05 | 0.0335 | 65.33 | 3.78 | |
| DrSRLLM Backbone=Claude-3-Haiku2026.05 | 0.0337 | 66.81 | 0.7 | |
| E2E2026.02 | 0.0477 | — | — | |
| LaSRLLM Backbone=GPT-3.52026.05 | 0.112 | 22.48 | 0.21 | |
| LaSRLLM Backbone=Claude-3-Haiku2026.05 | 0.12 | 28.39 | 0.39 | |
| PySRLLM Backbone=None2026.05 | 0.178 | 29.42 | 0.31 | |
| DSR2026.02 | 0.38 | — | — | |
| TPSR2026.02 | 0.513 | — | — | |
| NeSymReS2026.02 | 0.542 | — | — | |
| GPLearn2026.02 | 0.551 | — | — | |
| DSRLLM Backbone=None2026.05 | 0.789 | 3.53 | 0.04 | |
| uDSRLLM Backbone=None2026.05 | 0.789 | 3.53 | 0.04 | |
| GP-GOMEA2026.02 | 1.29 | — | — | |
| GPlearnLLM Backbone=None2026.05 | 1.49 | 4.38 | 0.04 | |
| SR-LLMLLM Backbone=Claude-3-Haiku2026.05 | 1,610 | 4.45 | 0.04 |