Frontier LLMs generate creative ideas with excess population-level crowding below human-relative parity across tasks, but targeted generation protocols can reduce it.
Echoes in AI: Quantifying lack of plot diversity in LLM outputs.Proceedings of the National Academy of Sciences, 122(35):e2504966122
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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.