DeepInstructor
An agent framework for evaluating research ideas based on structured academic experience. It constructs a peer-review experience graph and uses ReAct-paradigm agent retrieval to perform interpretable multi-dimensional assessment of research ideas across novelty, significance, and feasibility.
Timeline (last 90 days)
DeepInstructor is an agent framework that redefines research idea evaluation as a reasoning process over structured academic experience.
DeepInstructor's experience graph is constructed from 58,607 peer reviews.
In alignment with human judgment, DeepInstructor achieves a 24.4% improvement in Hit@1.
DeepInstructor's experience graph is derived from historical reviews and may inherit existing review biases.
DeepInstructor is a preprint paper published on arXiv.
All Facts (5)
DeepInstructor is an agent framework that redefines research idea evaluation as a reasoning process over structured academic experience.
50%UnverifiedDeepInstructor's experience graph is constructed from 58,607 peer reviews.
50%UnverifiedIn alignment with human judgment, DeepInstructor achieves a 24.4% improvement in Hit@1.
50%UnverifiedDeepInstructor's experience graph is derived from historical reviews and may inherit existing review biases.
50%UnverifiedDeepInstructor is a preprint paper published on arXiv.
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