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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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S. J. Vincent

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Preprint Aug 2026

InsufficiencyBench: Evaluating LLM legal advice on underspecified user queries

Legal AI systems are increasingly used to answer legal questions, yet existing benchmarks assume queries arrive fully specified. In practice, users omit facts that materially determine the legal outcome. We introduce InsufficiencyBench, the first legal benchmark targeting query-side insufficiency: whether a model recog...

S. J. Vincent, D. Calloway, Fangyi Yu et al. · 0 citations

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