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Di Wang

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Book Open access Aug 2026

Curiosity-Driven Questioning for Engine-Agnostic LLM Research Ideation

Scientific ideation is driven by curiosity: researchers ask questions that expose knowledge gaps, reveal competing hypotheses, and clarify missing evidence relevant to decision making. Yet, most LLM-based ideation systems optimize the idea text while leaving curiosity under-modeled, resulting in brittle, engine-specifi...

Sikun Guo, Di Wang, Xiaohan Fan et al. · 0 citations

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