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Benchmarks
Physical-law recovery on Tier I 133 systems
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96.2
Exact Recovery (1% Noise)
SymLang
50.648
62.474
74.3
86.126
Mar 6, 2026
Exact Recovery (1% Noise)
Exact Recovery (5% Noise)
Exact Recovery (10% Noise)
Exact Recovery (30% Noise)
NRMSE (Test)
Physical Recovery Score
Updated 4mo ago
Evaluation Results
Method
Method
Links
Exact Recovery (1% Noise)
Exact Recovery (5% Noise)
Exact Recovery (10% Noise)
Exact Recovery (30% Noise)
NRMSE (Test)
Physical Recovery Score
SymLang
2026.03
96.2
91.4
83.7
64.8
0.031
89.2
PySR
2026.03
78.3
72.1
61.3
44.7
0.074
41.7
DSR
2026.03
73.6
66.4
57.2
40.3
0.089
38.4
AI Feynman
2026.03
68.9
61.2
51.8
34.6
0.102
33.1
SINDy
2026.03
52.4
43.7
34.9
19.3
0.143
22.6
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