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arXiv cs.AI / cs.LG / cs.CL1d ago

Re-Search tests whether LLMs can rediscover published research ideas

On 200 ICML 2026 papers, six LLMs make nearly all progress in the first 30 of 100 yes-or-no questions.

llm-evaluation research-ideation

arXiv cs.AI / cs.LG / cs.CLOct 6, 2026

IdeaAnchor: Teaching LLMs to Turn Literature into Research Ideas

IdeaAnchor trains LLMs to synthesize research ideas from papers using structured literature-grounding signals.

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