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Benchmarks
Symbolic Regression on Stress-Strain LLM-SR Suite
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85.33
Acc avg (tol 0.1)
LLM-SR
26.154
41.517
56.88
72.243
Feb 11, 2026
Acc avg (tol 0.1)
NMSE
Updated 3d ago
Evaluation Results
Method
Method
Links
Acc avg (tol 0.1)
NMSE
LLM-SR
Backbone=4o-mini
2026.02
85.33
0.0245
PiT-PO
Backbone=Llama-3.2-3B
2026.02
84.54
0.0156
PiT-PO
Backbone=Llama-3.1-8B
2026.02
84.45
0.0136
LLM-SR
Backbone=Llama-3.1-8B
2026.02
77.74
0.0246
PiT-PO
Backbone=Llama-3.2-1B
2026.02
76.91
0.1767
RAG-SR
2026.02
76.28
0.0282
LLM-SR
Backbone=Llama-3.2-3B
2026.02
74.78
0.0324
LLM-SR
Backbone=Mixtral 8x7B
2026.02
71.44
0.0276
PySR
2026.02
70.6
0.0347
uDSR
2026.02
59.15
0.0639
LLM-SR
Backbone=Llama-3.2-1B
2026.02
30.35
0.3801
GPlern
2026.02
28.43
0.3496
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