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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

Author

Ji Hee Kim

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Review Jul 2026

Instruction-Tuned Language Models Cannot Sample from Distributions They Can Describe

For applications that require per-persona outputs, the same model that cannot sample from a distribution can describe it accurately in a single call, and is proposed Prompt-Perturbed Argyle (PPA), which reduces the same error by 21% at no added cost.

Chaemi Jang, Dong-Man Lee, Ji Hee Kim · 0 citations

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