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Benchmarks
Symbolic Discovery on ODEBench Reconstruction 1.0
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0
NMSE
LLM-ACES
-0.03008
0.17296
0.376
0.57904
Jun 23, 2026
NMSE
Updated 1mo ago
Evaluation Results
Method
Method
Links
NMSE
LLM-ACES
Discovery Strategy=Act...
2026.06
0
LLM-ACES
Discovery Strategy=Act...
2026.06
0
Bayesian Optimization (BO)
Discovery Strategy=Act...
2026.06
0
Query-by-Committee (QBC)
Discovery Strategy=Act...
2026.06
0
LLM-only
Discovery Strategy=LLM...
2026.06
0
LLM-ODE
Discovery Strategy=LLM...
2026.06
0
Operon
Discovery Strategy=Pas...
2026.06
0.0001
SINDy
Discovery Strategy=Pas...
2026.06
0.0005
PySR
Discovery Strategy=Pas...
2026.06
0.0028
ODEFormer
Discovery Strategy=Pas...
2026.06
0.0046
E2E
Discovery Strategy=Pas...
2026.06
0.369
APPS-ODE
Discovery Strategy=Act...
2026.06
0.752
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