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Can ChatGPT be used to generate scientific hypotheses?

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arxiv 2304.12208 v1 pith:H7JFIY7A submitted 2023-03-30 cs.CL

classification cs.CL
keywords scientifichypotheseshypothesisableadversarialamountsautomatedchallenged
verification ladder T0 review T1 audit T2 compute T3 formal

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We investigate whether large language models can perform the creative hypothesis generation that human researchers regularly do. While the error rate is high, generative AI seems to be able to effectively structure vast amounts of scientific knowledge and provide interesting and testable hypotheses. The future scientific enterprise may include synergistic efforts with a swarm of "hypothesis machines", challenged by automated experimentation and adversarial peer reviews.

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