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Symbolic Discovery on ODEBench Generalization 1.0
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0
NMSE
LLM-ACES
-0.138
0.7935
1.725
2.6565
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-ODE
Discovery Strategy=LLM...
2026.06
0.0047
Operon
Discovery Strategy=Pas...
2026.06
0.257
ODEFormer
Discovery Strategy=Pas...
2026.06
0.383
SINDy
Discovery Strategy=Pas...
2026.06
0.509
APPS-ODE
Discovery Strategy=Act...
2026.06
0.813
PySR
Discovery Strategy=Pas...
2026.06
0.882
E2E
Discovery Strategy=Pas...
2026.06
1.49
LLM-only
Discovery Strategy=LLM...
2026.06
3.45
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