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  3. Can Socratic reflection improve #AI answers to medical questions?

Can Socratic reflection improve #AI answers to medical questions?

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  • Nick Byrd, Ph.D.B This user is from outside of this forum
    Nick Byrd, Ph.D.B This user is from outside of this forum
    Nick Byrd, Ph.D.
    wrote on last edited by
    #1

    Can Socratic reflection improve #AI answers to medical questions?

    Adding a critic to a #languageModel pipeline improved performance on two measures of medical question-answering.

    The improvement didn't depend on the critic's model.

    https://doi.org/10.48550/arXiv.2601.04531

    #tech #medicine #edu

    Nick Byrd, Ph.D.B 1 Reply Last reply
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    • Nick Byrd, Ph.D.B Nick Byrd, Ph.D.

      Can Socratic reflection improve #AI answers to medical questions?

      Adding a critic to a #languageModel pipeline improved performance on two measures of medical question-answering.

      The improvement didn't depend on the critic's model.

      https://doi.org/10.48550/arXiv.2601.04531

      #tech #medicine #edu

      Nick Byrd, Ph.D.B This user is from outside of this forum
      Nick Byrd, Ph.D.B This user is from outside of this forum
      Nick Byrd, Ph.D.
      wrote on last edited by
      #2

      This is yet another paper that finds quickly-diminishing returns of reflective thinking.

      And this paper's result may be more severe: Figure 3 (above) shows accuracy on medical question-answering improved on second thought, but either plateaued or DECLINED *after* second thought.

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