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Image Credit: Arxiv

Function-Guided Conditional Generation Using Protein Language Models with Adapters

  • ProCALM (Protein Conditionally Adapted Language Model) is introduced as an approach for generating proteins with desired functions using adapters with protein language models.
  • Existing methods in protein language models for conditional generation are limited and lack generalization to unseen functions.
  • ProCALM utilizes adapters to facilitate the conditional generation of proteins based on versatile representations of protein function like enzyme family, taxonomy, or natural language descriptions.
  • The approach involves finetuning ProGen2 to enable generation conditioned on specific functions, showcasing improved performance compared to current methods.
  • ProCALM demonstrates the ability to generalize to rare and unseen functions, surpassing existing approaches in conditional sequence generation.
  • The method is highlighted for its flexibility, computational efficiency, and potential applicability to a broad array of generative language models.

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