Where Research Ideation Begins: Forward-Citation Supervision for Actionable Limitation Generation

Liyang Zhao, Yong Cao, Haibin Ling

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…