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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Hants Williams

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Review Open access Sep 2026

Evaluating large language models as grant reviewers: a comparative study of prompt engineering strategies

Grant application review is resource-intensive and subject to inter-rater variability. Large language models (LLMs) may augment this process, but their reliability in grant evaluation remains unexplored. This exploratory pilot study compared LLM-generated grant reviews to human expert reviews across three prompt engi...

Hants Williams, Jack Evan Lamberg, Eric M. Lamberg · 0 citations

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