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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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Kunal Tewatia

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Open access 2026

Confidence and Correctness Across Synthetic Persona Prompt Conditions in a Large Language Model

This study investigates whether assigned synthetic persona prompt labels are associated with correctness and expressed certainty in a large language model. A 4 × 2 × 3 × 3 factorial design generated 72 synthetic persona conditions for Gemini 1.5 Flash. All 16 archived question-response CSV files were audited; seven dis...

Kunal Tewatia · 0 citations

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