Frontier LLMs generate creative ideas with excess population-level crowding below human-relative parity across tasks, but targeted generation protocols can reduce it.
AI can enhance creativity in social networks
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Large-scale analysis across disciplines shows teams with higher fractions of absolute beginners are associated with greater scientific disruption via atypical knowledge recombination.
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Ex Ante Evaluation of AI-Induced Idea Diversity Collapse
Frontier LLMs generate creative ideas with excess population-level crowding below human-relative parity across tasks, but targeted generation protocols can reduce it.
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Beginner's Charm: Beginner-Heavy Teams Are Associated With High Scientific Disruption
Large-scale analysis across disciplines shows teams with higher fractions of absolute beginners are associated with greater scientific disruption via atypical knowledge recombination.