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Image Credit: Arxiv

Large Language Models for Controllable Multi-property Multi-objective Molecule Optimization

  • Researchers have introduced C-MuMOInstruct, a dataset focused on multi-property optimization in drug design.
  • GeLLMO-Cs, a series of instruction-tuned Large Language Models (LLMs), have been developed to perform targeted property-specific optimization.
  • Experiments across tasks show that GeLLMO-Cs outperform strong baselines, with up to 126% higher success rate.
  • GeLLMO-Cs demonstrate impressive generalization to novel tasks and unseen instructions, aiming to support diverse optimizations in drug design.

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