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Benchmarks
Molecule Generation on QM9 (Structural Validity Checks)
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99.98
Atom Connectivity Pass Rate
ZATOM-1
99.6888
99.7644
99.84
99.9156
Feb 24, 2026
Atom Connectivity Pass Rate
Bond Angle Pass Rate
Bond Length Pass Rate
Aromatic Ring Flatness Pass Rate
Double Bond Flatness Pass Rate
Internal Energy Pass Rate
Steric Clash Avoidance Pass Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Atom Connectivity Pass Rate
Bond Angle Pass Rate
Bond Length Pass Rate
Aromatic Ring Flatness Pass Rate
Double Bond Flatness Pass Rate
Internal Energy Pass Rate
Steric Clash Avoidance Pass Rate
ZATOM-1
2026.02
99.98
99.95
99.97
100
100
99.78
99.81
Symphony
2026.02
99.92
99.56
98.72
100
99.07
95.65
98.16
Eq. Diff.
full_name=Equivariant...
2026.02
99.88
99.98
100
100
98.58
94.88
99.79
ADiT
2026.02
99.7
99.85
99.41
100
99.98
95.86
99.79
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