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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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R. Mamidi

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#natural language process... Preprint Nov 2026

Presentation Sensitivity in Typed Decision Models for Subjective Text Evaluation

Typed decision models offer structured choices, scores, and probabilities for low-cost automated evaluation. We present a controlled audit of presentation sensitivity in Jev, Clef Flash, and Perplexity Decider across native choice and score interfaces. Across six datasets with 9,000 multiply annotated humor, helpfulnes...

Jatin Agrawal, R. Mamidi · 0 citations

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