PromptCD: Test-Time Behavior Enhancement via Polarity-Prompt Contrastive Decoding | ScienceToStartup | ScienceToStartup

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References (80)

[1]

Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models

2025Baolong Bi, Shenghua Liu et al.

[2]

MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs

2025Jiarui Zhang, Mahyar Khayatkhoei et al.

[3]

Reinforced Lifelong Editing for Language Models

Founder's Pitch

"PromptCD enhances LLM and VLM behaviors at test-time, offering a cost-efficient solution for reliable AI alignment."

AI Alignment•Score: 6•View PDF ↗

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PromptCD: Test-Time Behavior Enhancement via Polarity-Prompt Contrastive Decoding

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References (80)

Founder's Pitch

"PromptCD enhances LLM and VLM behaviors at test-time, offering a cost-efficient solution for reliable AI alignment."

Commercial Viability Breakdown

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Why It Matters

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Disruption

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PromptCD: Test-Time Behavior Enhancement via Polarity-Prompt Contrastive Decoding

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References (80)

Founder's Pitch

"PromptCD enhances LLM and VLM behaviors at test-time, offering a cost-efficient solution for reliable AI alignment."

Commercial Viability Breakdown

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