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University of Sheffield
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Source-style collapse can cause fine-tuned retrievers to miss relevant capabilities, but a simple TF-IDF signal can dramatically improve retrieval success rates.
LLMs excel at compliance-focused grant review but struggle with holistic assessment, revealing a critical gap in their ability to replace human expert panels.