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.
Rong-Can Pei, Fang Guo, Qing-Lin Qi et al.
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