Generative AI for FFRDCs

Fuente: arXiv
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Main Author: Maiya, Arun S.
Format: Preprint
Published: 2025
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author Maiya, Arun S.
author_facet Maiya, Arun S.
contents Federally funded research and development centers (FFRDCs) face text-heavy workloads, from policy documents to scientific and engineering papers, that are slow to analyze manually. We show how large language models can accelerate summarization, classification, extraction, and sense-making with only a few input-output examples. To enable use in sensitive government contexts, we apply OnPrem$.$LLM, an open-source framework for secure and flexible application of generative AI. Case studies on defense policy documents and scientific corpora, including the National Defense Authorization Act (NDAA) and National Science Foundation (NSF) Awards, demonstrate how this approach enhances oversight and strategic analysis while maintaining auditability and data sovereignty.
format Preprint
id arxiv_https___arxiv_org_abs_2509_21040
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Generative AI for FFRDCs
Maiya, Arun S.
Computation and Language
Artificial Intelligence
Federally funded research and development centers (FFRDCs) face text-heavy workloads, from policy documents to scientific and engineering papers, that are slow to analyze manually. We show how large language models can accelerate summarization, classification, extraction, and sense-making with only a few input-output examples. To enable use in sensitive government contexts, we apply OnPrem$.$LLM, an open-source framework for secure and flexible application of generative AI. Case studies on defense policy documents and scientific corpora, including the National Defense Authorization Act (NDAA) and National Science Foundation (NSF) Awards, demonstrate how this approach enhances oversight and strategic analysis while maintaining auditability and data sovereignty.
title Generative AI for FFRDCs
topic Computation and Language
Artificial Intelligence
url https://arxiv.org/abs/2509.21040