Enhanced Detection of Conversational Mental Manipulation Through Advanced Prompting Techniques
<|reference_start|>Enhanced Detection of Conversational Mental Manipulation Through Advanced Prompting Techniques: 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.<|reference_end|>
@article{yang2024enhanced,
    title={Enhanced Detection of Conversational Mental Manipulation Through
  Advanced Prompting Techniques},
    author={Ivory Yang, Xiaobo Guo, Sean Xie, Soroush Vosoughi},
    journal={arXiv preprint arXiv:2408.07676},
    year={2024},
    archivePrefix={arXiv},
    eprint={2408.07676},
    primaryClass={cs.CL}
}