通过人工智能克隆学习:增强自我认知和表现

Qingxiao Zheng , Zhuoer Chen , Yun Huang
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引用次数: 0

摘要

本研究考察了人工智能生成的带有自我图像的数字克隆(人工智能克隆)对提高在线演示的感知和技能的影响。一项针对44名国际学生的混合设计实验,将自录视频(自录组)与人工智能克隆视频(人工智能克隆组)进行在线英语演示练习。人工智能克隆视频是通过语音克隆、换脸、假唱和肢体语言模拟,改进参与者原始演讲的重复、填充词和发音来生成的。从社会比较理论的角度来看,研究结果表明,人工智能克隆体在鼓励积极的社会比较方面发挥了积极的“榜样”作用。在自我认知、语音质量和自我友善方面,自我录音组的发音满意度有所提高。然而,人工智能克隆组表现出更大的自我仁慈,更广泛的自我观察范围,以及从纠正到增强的自我批评方法的有意义的转变。此外,机器评分显示,只有在人工智能克隆组中,表现才会立即得到提升。考虑到个体差异,调整干预与参与者的监管焦点显著提高了他们的学习经验。这些发现突出了人工智能克隆在支持情感和认知技能发展方面的理论、实践和伦理意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Learning through AI-clones: Enhancing self-perception and presentation performance
This study examines the impact of AI-generated digital clones with self-images (AI-clones) on enhancing perceptions and skills in online presentations. A mixed-design experiment with 44 international students compared self-recording videos (self-recording group) to AI-clone videos (AI-clone group) for online English presentation practice. AI-clone videos were generated using voice cloning, face swapping, lip-syncing, and body-language simulation, refining the repetition, filler words, and pronunciation of participants' original presentations. The results, viewed through the lens of social comparison theory, showed that AI clones functioned as positive “role models” for encouraging positive social comparisons. Regarding self-perceptions, speech qualities, and self-kindness, the self-recording group showed an increase in pronunciation satisfaction. However, the AI-clone group exhibited greater self-kindness, a wider scope of self-observation, and a meaningful transition from a corrective to an enhancive approach in self-critique. Moreover, machine-rated scores revealed immediate performance gains only within the AI-clone group. Considering individual differences, aligning interventions with participants’ regulatory focus significantly enhanced their learning experience. These findings highlight the theoretical, practical, and ethical implications of AI clones in supporting emotional and cognitive skill development.
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