Symbolic Regression on LSR-Transform
42.34SA (%)KeplerAgent
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| KeplerAgentNumber of runs (@k)=3, Base LLM=GPT-4o-mini2026.02 | 42.34 | 1.21 | 698 | 125 | |
| PySRDescription=Representative baseline for non-LLM-based methods2026.02 | 37.84 | 2.82 | 2,440 | — | |
| KeplerAgentNumber of runs (@k)=1, Base LLM=GPT-4o-mini2026.02 | 35.14 | 1.5 | 238 | 42 | |
| LLM-SRBase LLM=GPT-4o-mini2026.02 | 31.53 | 0.09 | 2,118 | 209 | |
| Deliberate EvolutionBackbone=Qwen3-4B-Instruct-25072026.06 | 18 | — | — | — | |
| LLMDirectBackbone=Qwen3-4B-Instruct-25072026.06 | 13.5 | — | — | — | |
| LLM-SRBackbone=Qwen3-4B-Instruct-25072026.06 | 9.9 | — | — | — | |
| LASRBackbone=Qwen3-4B-Instruct-25072026.06 | 8.1 | — | — | — | |
| SGABackbone=Qwen3-4B-Instruct-25072026.06 | 6.3 | — | — | — |