IdeaAnchor mines 14K papers to teach LLMs literature-grounded ideation

armancohan · x · 2026-10-26

IdeaAnchor tackles the fact that research ideas rarely start from a blank page — they're synthesized from a handful of prior papers. The team mined 14K published papers for how their ideas emerged from earlier work, and uses that as privileged supervision to teach LLMs literature-grounded research ideation.

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