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Beyond Prompts: The Promise of ‘Model Steering’ for Safer, More Controllable AI

  • Researchers are using techniques like Sparse Autoencoders to identify single, understandable concepts within Large Language Models.
  • These concepts form an internal 'dictionary' in the model, allowing for model steering during the generation process.
  • Model steering enables targeted interventions to adjust the model's internal state for tasks like writing emails, without changing the prompt.
  • The research on interpreting and steering models is crucial for building trustworthy AI aligned with human values.

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