AINeutralarXiv – CS AI · 6h ago7/10
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Ex Ante Evaluation of AI-Induced Idea Diversity Collapse
Researchers introduce a framework for evaluating whether AI creative systems cause population-level diversity collapse, where individual output quality improves while collective idea similarity increases. Testing three frontier LLMs across creative tasks, the study finds they fall below diversity parity with humans and proposes design interventions to mitigate crowding effects at development time.