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ResearchFormerly WizWand

Toxicity Property Prediction on LD50

0.369MAEMolSight (SigLIP2, S6)
0.348960.484230.61950.75477Aug 11, 2024Nov 25, 2024Mar 11, 2025Jun 26, 2025Oct 10, 2025Jan 24, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MolSight (SigLIP2, S6)Category=Image-only, Configuration=single-model results2026.050.369
MolSight-BestCategory=Image-only, Configuration=best curriculum-trained architecture per task2026.050.369
BLIP-2 (LoRA)Category=VLM, requires LLM/VLM at inference=true, protocol=LoRA2026.050.49
Uni-MolCategory=3D GNN, requires 3D conformer generation=true2026.050.58
Morgan+MLP2024.080.649
GCN2024.080.649
NeuralFP2024.080.667
SMILES+CNN2024.080.675
SMILES-Mamba2024.080.678
Janus-Pro 7B (ICL)Category=VLM, requires LLM/VLM at inference=true, protocol=ICL2026.050.72
GPT-4o (ICL)Category=LLM, requires LLM/VLM at inference=true, protocol=ICL2026.050.87