Ningshan Ma

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Papers (3)

1. Prompt-Activation Duality: Improving Activation Steering via Attention-Level Interventions cs.CL · 2026 · author #3
2. The Chameleon's Limit: Investigating Persona Collapse and Homogenization in Large Language Models cs.CL · 2026 · author #4
3. Say Something Else: Rethinking Contextual Privacy as Information Sufficiency cs.CR · 2026 · author #4

Mentions

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Frequent Coauthors

• Weihao Xuan 2 shared papers
• Yunze Xiao 2 shared papers
• Chenghao Yang 1 shared papers
• Diancheng Kang 1 shared papers
• Jen-tse Huang 1 shared papers
• Meng Jiang 1 shared papers
• Vivienne J. Zhang 1 shared papers
• Wenkai Li 1 shared papers
• Xiaoyuan Wu 1 shared papers
• Yue Huang 1 shared papers
• Yueqi Song 1 shared papers
• Zhaoxuan Tan 1 shared papers
• Zheyuan Liu 1 shared papers