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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ming-Hsuan Yang

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Aug 2026

PopCD: Test-Time Behavior Enhancement via Polarity-Prompt Contrastive Decoding.

This work introduces Polarity-Prompt Contrastive Decoding (PopCD), a test-time behavior control method that generalizes contrastive decoding to broader enhancement settings and is applicable to both LLMs and Vision-Language Models without additional training.

Bao-Long Bi, Yuyao Ge, Sheng-Hua Liu et al. · 0 citations

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