Papers by Daniel Wai Kit Chin
Persuasion Dynamics in LLMs: Investigating Robustness and Adaptability in Knowledge and Safety with DuET-PD (2025.emnlp-main)
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| Challenge: | Large Language Models (LLMs) can struggle to balance gullibility to misinformation and resistance to valid corrections in persuasive dialogues. |
| Approach: | They propose a framework evaluating multi-turn stance-change dynamics across dual dimensions: persuasion type and domain. |
| Outcome: | The proposed framework improves LLM-3.1-8B-Instruct accuracy under misleading persuasion in safety contexts from 4.21% to 76.54%. |