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Image Credit: Arxiv

Prot2Token: A Unified Framework for Protein Modeling via Next-Token Prediction

  • Prot2Token is a unified framework for protein modeling that converts various protein-related predictions into a standardized next-token prediction format.
  • It employs an autoregressive decoder conditioned on embeddings from pre-trained protein encoders and guided by learnable task tokens to perform diverse predictions.
  • The architecture allows for multi-task learning, enabling a single model to excel in multiple protein prediction tasks with improved efficiency.
  • Extensive experimental validation shows that Prot2Token offers strong predictive power, significant speedups, and performance matching or exceeding specialized approaches, which can accelerate biological discovery and therapeutic development.

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