Symbolic Regression on LLM-SRBench LSR-Synth Chemistry
0.0002NMSEDeliberate Evolution
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Deliberate EvolutionBackbone=Qwen3-4B-Instruct-25072026.06 | 0.0002 | 13.89 | |
| Deliberate EvolutionBackbone=Llama3.1-8B-Instruct2026.06 | 0.0004 | 11.11 | |
| LASRBackbone=Llama3.1-8B-Instruct2026.06 | 0.0018 | 8.33 | |
| LASRBackbone=Qwen3-4B-Instruct-25072026.06 | 0.0023 | 2.78 | |
| LLM-SRBackbone=Qwen3-4B-Instruct-25072026.06 | 0.0336 | 13.89 | |
| SGABackbone=Llama3.1-8B-Instruct2026.06 | 0.0458 | 8.33 | |
| LLM-SRBackbone=Llama3.1-8B-Instruct2026.06 | 0.0524 | 16.67 | |
| SGABackbone=Qwen3-4B-Instruct-25072026.06 | 0.161 | 2.78 | |
| LLMDirectBackbone=Qwen3-4B-Instruct-25072026.06 | 0.266 | 2.78 | |
| LLMDirectBackbone=Llama3.1-8B-Instruct2026.06 | 1.22 | 2.78 |