AngleKindling: Supporting Journalistic Angle Ideation with Large Language Models
AngleKindling: Supporting Journalistic Angle Ideation with Large Language Models
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DOI：
10.1145/3544548.3580907
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发表时间：
2023-04
期刊：
影响因子：
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通讯作者：
S. Petridis;N. Diakopoulos;Kevin Crowston;Mark Hansen;K. Henderson;Stanislaw Jastrzebski;J. Nickerson;Lydia B. Chilton
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文献类型：
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作者：
S. Petridis;N. Diakopoulos;Kevin Crowston;Mark Hansen;K. Henderson;Stanislaw Jastrzebski;J. Nickerson;Lydia B. Chilton
新闻媒体经常利用文件来寻找故事的想法，同时对目前的框架和叙述持批评态度。从新闻稿这样的文件中发展角度是一个认知上费力的过程，在这个过程中，记者们批判性地审视其声明的隐含意义。通过对记者的采访，我们开发了AngleKindling，这是一个互动工具，它采用大型语言模型的常识推理来帮助记者探索新闻稿报道的角度。在一项有12名专业记者参与的研究中，我们发现，与以前的新闻角度构思工具相比，参与者发现AngleKindling更有帮助，对头脑风暴的要求也更低。AngleKindling帮助记者深入了解新闻稿，并识别对多种类型的故事有用的角度。从我们的研究结果中，我们讨论了如何帮助记者定制和识别有前途的角度，并将AngleKindling扩展到其他知识工作领域。
News media often leverage documents to find ideas for stories, while being critical of the frames and narratives present. Developing angles from a document such as a press release is a cognitively taxing process, in which journalists critically examine the implicit meaning of its claims. Informed by interviews with journalists, we developed AngleKindling, an interactive tool which employs the common sense reasoning of large language models to help journalists explore angles for reporting on a press release. In a study with 12 professional journalists, we show that participants found AngleKindling significantly more helpful and less mentally demanding to use for brainstorming ideas, compared to a prior journalistic angle ideation tool. AngleKindling helped journalists deeply engage with the press release and recognize angles that were useful for multiple types of stories. From our findings, we discuss how to help journalists customize and identify promising angles, and extending AngleKindling to other knowledge-work domains.