Persuade Me if You Can: A Framework for Evaluating Persuasion Effectiveness and Susceptibility Among Large Language Models

A new framework named Persuade Me If You Can (PMIYC) has been introduced to evaluate the effectiveness and susceptibility to persuasion among Large Language Models (LLMs). This automated system conducts multi-turn conversations between agents to measure their persuasive capabilities and responses, addressing concerns about the ethical implications of LLMs in social contexts.

The development of PMIYC is significant as it offers a scalable and efficient alternative to traditional human annotation methods, which are often costly and time-consuming. By automating the evaluation process, PMIYC aims to enhance the understanding of LLMs' persuasive dynamics and their alignment with ethical standards.

This advancement highlights ongoing discussions about the dual nature of LLMs, where their persuasive abilities can be harnessed for positive outcomes while also posing risks of misuse. The framework's introduction aligns with broader efforts to enhance the robustness and safety of AI systems, reflecting a growing emphasis on ethical considerations in AI development.