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A new paradigm for AI: How ‘thinking as optimization’ leads to better general-purpose models

  • A new energy-based transformer model architecture enhances AI systems' reasoning capabilities and robustness.
  • The model proposes 'thinking as optimization' approach, using a learned verifier for candidate predictions.
  • Unlike existing approaches, this model effectively combines generators and verifiers for better generalization.
  • The model outperforms existing architectures in efficiency during pretraining and inference for reasoning tasks.
  • Researchers believe the model's scalability and generalization benefits make it promising for AI applications.

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