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Benchmarks
Scientific Equation Discovery on Stress–Strain (OOD)
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0.0124
NMSE OOD
PiT-PO
0.00214
0.071395
0.14065
0.209905
Feb 11, 2026
NMSE OOD
Updated 1mo ago
Evaluation Results
Method
Method
Links
NMSE OOD
PiT-PO
Backbone=Llama-3.2-1B
2026.02
0.0124
PiT-PO
Backbone=Llama-3.2-3B
2026.02
0.0144
PiT-PO
Backbone=Llama-3.1-8B
2026.02
0.0163
LLM-SR
Backbone=Llama-3.2-3B
2026.02
0.0264
LLM-SR
Backbone=Llama-3.1-8B
2026.02
0.1026
LLM-SR
Backbone=Llama-3.2-1B
2026.02
0.2689
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