AI Research
DeepInstructor: An Agentic AI Instructor for Experience-Driven Idea Evaluation
A new agentic framework that simulates expert experience to evaluate and refine research ideas at scale.
As automated scientific discovery advances, Large Language Models (LLMs) can now generate research ideas at an unprecedented scale, shifting the bottleneck from idea generation to idea evaluation. Existing evaluators mainly rely on parametric LLM knowledge or unstructured retriev...
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ArXiv CS.CL
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ArXiv CS.CL
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Generated insight by OnAirToday AI
DeepInstructor bridges the gap between raw idea generation and practical viability by providing an agentic framework that simulates experience-driven evaluation. This shift helps researchers filter high-potential concepts from theoretical noise, significantly accelerating the pace of scientific discovery.
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