This study presents a comprehensive, long-term project to explore the effectiveness of various prompting techniques in detecting dialogical mental manipulation. We implement Chain-of-Thought prompting with Zero-Shot and Few-Shot settings on a binary mental manipulation detection task, building upon existing work conducted with Zero-Shot and Few- Shot prompting. Our primary objective is to decipher why certain prompting techniques display superior performance, so as to craft a novel framework tailored for detection of mental manipulation. Preliminary findings suggest that advanced prompting techniques may not be suitable for more complex models, if they are not trained through example-based learning.

翻译：本研究提出了一项全面、长期的项目，旨在探索多种提示技术在检测对话式心理操控方面的有效性。我们在现有零样本与少样本提示研究的基础上，针对二元心理操控检测任务，实现了零样本与少样本设置下的思维链提示。我们的主要目标是解析某些提示技术为何表现出更优性能，从而构建一个专为心理操控检测量身定制的新框架。初步研究结果表明，若未通过基于示例的学习进行训练，高级提示技术可能不适用于更复杂的模型。