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Molecular Property Classification on MoleculeNet SIDER

0.784ROC-AUCLlaSMol
0.389840.492170.59450.69683Nov 19, 2022Apr 2, 2023Aug 15, 2023Dec 28, 2023May 11, 2024Sep 23, 2024Feb 5, 2025

Evaluation results

MethodLinks
LlaSMolModel Category=Generalist, Official Checkpoint=true2025.020.784
Mol-LLMModel Category=Generalist2025.020.763
Mol-LLM (w/o Graph)Model Category=Generalist2025.020.761
MolXPTModel Category=Specialist2025.020.717
ChemRL-GEMFine-tuned=true2022.110.672
N-GramRFFine-tuned=true2022.110.668
N-GramXGBFine-tuned=true2022.110.655
MolFormerFine-tuned=true2022.110.655
SPMMPre-training=true, Fine-tuned=true2022.110.655
GROVER_largeFine-tuned=true2022.110.654
MolCAModel Category=Specialist2025.020.63
PretrainGNNFine-tuned=true2022.110.627
SPMM (w/o pre-train)Pre-training=false, Fine-tuned=true2022.110.571
D-MPNNFine-tuned=true2022.110.57
GalacticaModel Category=Generalist2025.020.559
BioT5+Model Category=Semi-Generalist, Training Task Group=Reg. & React., Official Checkpoint=true2025.020.525
ChemDFMModel Category=Generalist, Official Checkpoint=true2025.020.51
3D-MOLMModel Category=Generalist, Official Checkpoint=true2025.020.497
Mol-InstructionsModel Category=Semi-Generalist, Official Checkpoint=true2025.020.482
BioT5+Model Category=Semi-Generalist, Training Task Group=Cls. & Trans., Official Checkpoint=true2025.020.437
GPT-4Model Category=Generalist, Evaluation Setup=zero-shot2025.020.405