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Benchmarks
Molecule Generation on QM9 (test) (Structural Validity Checks)
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99.98
Atom Connectivity
ZATOM-1
99.6888
99.7644
99.84
99.9156
Feb 24, 2026
Atom Connectivity
Bond Angle Validity
Bond Length Validity
Aromatic Ring Planarity
Double Bond Planarity
Internal Energy Score
Steric Clash Avoidance
Updated 1mo ago
Evaluation Results
Method
Method
Links
Atom Connectivity
Bond Angle Validity
Bond Length Validity
Aromatic Ring Planarity
Double Bond Planarity
Internal Energy Score
Steric Clash Avoidance
ZATOM-1
Training strategy=join...
2026.02
99.98
99.95
99.97
100
99.99
99.78
99.81
PLATOM-1
Training strategy=QM9-...
2026.02
99.97
99.94
99.96
100
100
99.73
99.84
ZATOM-1
Training strategy=QM9-...
2026.02
99.95
99.9
99.89
100
100
99.63
99.81
Symphony
Training strategy=QM9-...
2026.02
99.92
99.56
98.72
100
99.07
95.65
98.16
Eq. Diff.
Training strategy=QM9-...
2026.02
99.88
99.98
100
100
98.58
94.88
99.79
ADiT
Training strategy=join...
2026.02
99.7
99.85
99.41
100
99.98
95.86
99.79
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