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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

Jia-Bing Yang

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Jul 2026

Style over Substance: A Shortcut Audit of Emotion-Description Preference Evaluation

A systematic shortcut audit of EmoPrefer using content-blind probes shows that the current scores can be reached without verifying either description against the video, and recommends source-balanced pairing, strict length control, counter-stereotypical sliced reporting, and multi-annotator consensus for future cross-g...

Jia-Bing Yang, Yixiang Chen, Yuan Xu et al. · 0 citations

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