Symbolic Regression on LLM-SR
-8.24Best Log10 NMSEPACEvolve-Multi
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PACEvolve-MultiIsland setup=2-island, Iterations=1000, Base LLM=Gemini 2.5 Pro, Secondary LLM=Gemini 2.5 Flash2026.01 | -8.24 | -7.64 | -6.11 | -4.73 | |
| PACEvolve-SingleIsland setup=single island, Iterations=1000, Base LLM=Gemini 2.5 Pro2026.01 | -8.23 | -6.33 | -5.87 | -4.71 | |
| CodeEvolveIsland setup=2-island, Iterations=1000, Base LLM=Gemini 2.5 Pro2026.01 | -7.26 | -5.54 | -4.97 | -3.99 | |
| OpenEvolveIsland setup=default, Iterations=1000, Base LLM=Gemini 2.5 Pro2026.01 | -7.11 | -5.79 | -5.4 | -4.02 | |
| ShinkaEvolveIsland setup=2-island, Iterations=1000, Base LLM=Gemini 2.5 Pro2026.01 | -6.35 | -5.92 | -5.35 | -3.42 | |
| LLM-SRIsland setup=default, Iterations=1000, Base LLM=Gemini 2.5 Pro2026.01 | -4.8 | -4.03 | -4.06 | -3.62 | |
| uDSRIsland setup=10 random seeds, Iterations=1000, Base LLM=Gemini 2.5 Pro2026.01 | -4.06 | -4.06 | -3.95 | -3.73 |