文章与评论框架如何塑造在线评论的质量 / Article and Comment Frames Shape the Quality of Online Comments
1️⃣ 一句话总结
这篇论文通过分析百万条新闻评论发现,新闻报道的叙事框架不仅影响读者评论的内容,还显著决定了评论是否健康、有建设性,并且基于此研究,作者开发了一个能主动改善在线讨论质量的智能系统。
Framing theory posits that how information is presented shapes audience responses, but computational work has largely ignored audience reactions. While recent work showed that article framing systematically shapes the content of reader responses, this paper asks: Does framing also affect response quality? Analyzing 1M comments across 2.7K news articles, we operationalize quality as comment health (constructive, good-faith contributions). We find that article frames significantly predict comment health while controlling for topic, and that comments that adopt the article frame are healthier than those that depart from it. Further, unhealthy top-level comments tend to generate more unhealthy responses, independent of the frame being used in the comment. Our results establish a link between framing theory and discourse quality, laying the groundwork for downstream applications. We illustrate this potential with a proactive frame-aware LLM- based system to mitigate unhealthy discourse
文章与评论框架如何塑造在线评论的质量 / Article and Comment Frames Shape the Quality of Online Comments
这篇论文通过分析百万条新闻评论发现,新闻报道的叙事框架不仅影响读者评论的内容,还显著决定了评论是否健康、有建设性,并且基于此研究,作者开发了一个能主动改善在线讨论质量的智能系统。
源自 arXiv: 2603.27889