用亚里士多德修辞学分析人类与AI辩论论证质量差异
Decoding Human and AI Persuasion in National College Debate: Analyzing Prepared Arguments Through Aristotle's Rhetorical Principles
- 基于修辞学三要素对比GPT-4与学生生成的论据卡
- AI在逻辑性上表现更优,人类在情感共鸣上更强
- 适合教育科技研究者与辩论教学设计者参考
辩论被广泛用于提升英语语言艺术(ELA)中的批判性思维能力。有效论证需从文献中选取支持性证据并构建有力论点,但该技能训练高度依赖人工指导,难以规模化。为更好辅助学生备赛,本研究探索利用人工智能生成高质量论据。具体而言,我们让GPT-4生成一份证据卡,并与学生所作证据卡进行对比。证据卡包含文献引用、核心观点摘要、逐字陈述脚本及论点标签等要素。通过基于亚里士多德修辞原则( ethos 可信度、pathos 情感诉求、logos 逻辑推理)的系统性定性和定量分析,揭示了人类与GPT在论证中的优势与局限,指出了两者在焦点与论证理由上的异同。研究为AI辅助学习干预提供了新视角,有助于学生发展更有效的论证策略。
原文摘要 · Abstract (English)
Debate has been widely adopted as a strategy to enhance critical thinking skills in English Language Arts (ELA). One important skill in debate is forming effective argumentation, which requires debaters to select supportive evidence from literature and construct compelling claims. However, the training of this skill largely depends on human coaching, which is labor-intensive and difficult to scale. To better support students in preparing for debates, this study explores the potential of leveraging artificial intelligence to generate effective arguments. Specifically, we prompted GPT-4 to create an evidence card and compared it to those produced by human debaters. The evidence cards outline the arguments students will present and how those arguments will be delivered, including components such as literature-based evidence quotations, summaries of core ideas, verbatim reading scripts, and tags (i.e., titles of the arguments). We compared the quality of the arguments in the evidence cards created by GPT and student debaters using Aristotle's rhetorical principles: ethos (credibility), pathos (emotional appeal), and logos (logical reasoning). Through a systematic qualitative and quantitative analysis, grounded in the rhetorical principles, we identify the strengths and limitations of human and GPT in debate reasoning, outlining areas where AI's focus and justifications align with or diverge from human reasoning. Our findings contribute to the evolving role of AI-assisted learning interventions, offering insights into how student debaters can develop strategies that enhance their argumentation and reasoning skills.
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