distribution-gap

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@Xudong07452910: Nowadays, many people talk about Research Agents, with the default expectation being: read papers, find gaps, come up with ideas, run experiments, write papers. But this paper from Yale University asks a deeper question: How far apart are LLM-generated research ideas from the paper ideas that human researchers actually produce…

X AI KOLs Timeline · 2026-07-09 Cached

A paper from Yale University built a large-scale evaluation framework to compare the distribution gap between LLMs and human researchers in generating research ideas. It found that LLM ideas are highly concentrated in bridge and synthesis types, while human ideas are more broadly distributed. This reveals differences in 'research taste' and poses a challenge to the diversity of Research Agents.

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