SAGE: Schema-Guided LLMs for Grant Review
Leveraging schema-guided LLMs to standardize grant evaluations and enhance institutional transparency.
Grant reviewers must apply detailed criteria to application forms, budgets, and supporting documents while producing assessments that colleagues can inspect. We present SAGE, Schema-Guided Aspect-Based Grant Evaluation, a system that translates a grant rubric into structured chec...
ArXiv CS.CL
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SAGE bridges the gap between opaque AI decision-making and rigorous institutional accountability by forcing models to adhere to structured evaluation rubrics. By automating the verification of grant criteria, this system significantly reduces administrative overhead while ensuring consistent, audit-ready feedback for applicants.
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