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Benchmarks
Atomic Charge Prediction on ECHO-Chem
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6.109
MAE
SWAN
5.5682
9.2186
12.869
16.5194
May 18, 2026
MAE
Updated 15d ago
Evaluation Results
Method
Method
Links
MAE
SWAN
2026.05
6.109
GPS
2026.05
6.182
A-DGN
2026.05
6.543
GHR-GatedGINE
2026.05
6.819
GRIT
2026.05
7.134
GIN/GINE
2026.05
7.176
PH-DGN
2026.05
7.915
GCN
2026.05
8.421
GCNII
2026.05
8.829
DRew
2026.05
9.086
GraphCON
2026.05
19.629
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