AI辅助披露如何影响写作感知
计算与语言
2024-10-08 v1
摘要
近期大型语言模型等生成式AI技术的进步推动了AI辅助写作在写作工作流程中的应用,催生了人机共创写作的新范式。为理解人们如何感知这种范式下的写作,本文conducted an experimental study to understand whether and how the disclosure of the level and type of AI assistance in the writing process would affect people's perceptions of the writing on various aspects, including their evaluation on the quality of the writing and their ranking of different writings.我们的结果表明,披露写作过程中AI的帮助,尤其是如果AI在生成新内容方面提供了帮助,会降低对论证性散文和创意故事质量评价的平均值。这一平均质量评价的降低往往伴随着个体对同一篇写作质量评价差异的增加。事实上,诸如个人写作信心和熟悉AI写作助手等因素,都显示会调节AI帮助披露对其写作质量评价的影响。我们还发现,披露AI帮助的使用可能显著降低在AI内容生成帮助下产生的写作在不同排名中的比例。
引用
@article{arxiv.2410.04545,
title = {How Does the Disclosure of AI Assistance Affect the Perceptions of Writing?},
author = {Zhuoyan Li and Chen Liang and Jing Peng and Ming Yin},
journal= {arXiv preprint arXiv:2410.04545},
year = {2024}
}
备注
EMNLP 2024. arXiv admin note: text overlap with arXiv:2403.12004