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Where Research Ideation Begins: Forward-Citation Supervision for Actionable Limitation Generation
Automated research ideation has advanced rapidly, with multi-agent workflows that generate whole research ideas end to end. These frameworks leave largely unexamined the step that seeds a good idea: identifying an actionable limitation from literature. In this paper, we focus on this first step in t
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