DeepInstructor: An Agentic AI Instructor for Experience-Driven Idea Evaluation
This work proposes DeepInstructor, an agentic framework that formulates idea evaluation as reasoning over structured scholarly experience, and introduces DeepInstruct, a dataset with controlled pairwise comparisons across novelty, significance, and feasibility.