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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 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 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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