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Molecular Property Classification on MoleculeNet BACE

88.4ROC AUCMolXPT
39.83252.44165.0577.659Nov 19, 2022Jun 18, 2023Jan 16, 2024Aug 15, 2024Mar 15, 2025Oct 13, 2025May 13, 2026

Evaluation results

MethodLinks
MolXPTModel Category=Specialist2025.0288.4
MolFormerFine-tuned=true2022.1186.3
Uni-MolPre-training status=W. pre-training2026.0285.7
ChemRL-GEMFine-tuned=true2022.1185.6
Random ForestPre-training strategy=None2026.0585.1
SPMMPre-training=true, Fine-tuned=true2022.1184.8
PretrainGNNFine-tuned=true2022.1184.5
PretrainGNNPre-training status=W. pre-training2026.0284.5
InstructMolModel Category=Specialist2025.0282.1
GCNPre-training strategy=None2026.0581.8
D-MPNN (Chemprop)Pre-training strategy=None2026.0581.2
BioT5+Model Category=Semi-Generalist, Training Task Group=Cls. & Trans., Official Checkpoint=true2025.0281.1
GROVER_largeFine-tuned=true2022.1181
D-MPNNFine-tuned=true2022.1180.9
D-MPNNPre-training status=W/o. pre-training2026.0280.9
Mol-LLM (w/o Graph)Model Category=Generalist2025.0280.8
Mol-LLMModel Category=Generalist2025.0280.5
ChemBERTa-2Fine-tuned=true2022.1179.9
ChemBERTa-2Pre-training strategy=MTR, Pre-training size=77M2026.0579.9
MolCAModel Category=Specialist2025.0279.8
ChemBERTa-2Pre-training strategy=MLM, Pre-training size=5M2026.0579.3
N-GramXGBFine-tuned=true2022.1179.1
SPMM (w/o pre-train)Pre-training=false, Fine-tuned=true2022.1178.7
Attentive FPPre-training status=W/o. pre-training2026.0278.4
ChemBERTa-2Pre-training strategy=MTR, Pre-training size=10M2026.0578.3
ChiDeKPre-training status=W/o. pre-training2026.0278.1
N-GramRFFine-tuned=true2022.1177.9
Chem-GMNetPre-training strategy=MLM, Pre-training size=10M2026.0577.3
Chem-GMNetPre-training strategy=scratch, k=82026.0574.5
ChemBERTa-2Pre-training strategy=MLM, Pre-training size=77M2026.0573.5
ChemBERTa-2Pre-training strategy=MTR, Pre-training size=5M2026.0573.4
GIMLETModel parameters=64M, Number of shots=502024.1272.9
ChemBERTa-2Pre-training strategy=MLM, Pre-training size=10M2026.0572.9
GATModel parameters=1M, Learning paradigm=supervised2024.1269.7
MorpherNumber of shots=502024.1268.58
MoMu2024.1266.56
BioT5+Model Category=Semi-Generalist, Training Task Group=Reg. & React., Official Checkpoint=true2025.0265.5
MorpherNumber of shots=202024.1265.13
GPT-4Model Category=Generalist, Evaluation Setup=zero-shot2025.0262.5
MorpherNumber of shots=102024.1262.31
ChemDFMModel Category=Generalist, Official Checkpoint=true2025.0259.5
GalacticaModel Category=Generalist2025.0258.4
GalacticaModel parameters=1.3B2024.1256.48
3D-MOLMModel Category=Generalist, Official Checkpoint=true2025.0255.5
KVPLM2024.1251.26
LlaSMolModel Category=Generalist, Official Checkpoint=true2025.0246.7
Mol-InstructionsModel Category=Semi-Generalist, Official Checkpoint=true2025.0241.7