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cs.AI 1

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2026 1

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CONDITIONAL 1

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Unlocking LLM Creativity in Science through Analogical Reasoning

cs.AI · 2026-05-11 · conditional · novelty 6.0

Analogical reasoning increases LLM solution diversity by 90-173% and novelty rate to over 50%, delivering up to 13-fold gains on biomedical tasks including perturbation prediction and cell communication.

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  • Unlocking LLM Creativity in Science through Analogical Reasoning cs.AI · 2026-05-11 · conditional · none · ref 60

    Analogical reasoning increases LLM solution diversity by 90-173% and novelty rate to over 50%, delivering up to 13-fold gains on biomedical tasks including perturbation prediction and cell communication.