论文标题
比较内容审核过程的合法性:承包商,算法,专家小组和数字陪审团
Comparing the Perceived Legitimacy of Content Moderation Processes: Contractors, Algorithms, Expert Panels, and Digital Juries
论文作者
论文摘要
尽管研究继续调查并提高大型社交媒体平台上内容审核过程的准确性,公平性和规范适当性,但如果用户拒绝其权威为非法的,即使是最佳过程也无法有效。我们提出了一个调查实验,比较了四个流行内容审核过程的机构合法性。我们进行了一个受试者内实验,在其中向我们展示了Facebook用户的审核决策,并随机描述了这些决定是由付费承包商,算法,专家小组还是用户的陪审团做出的。先前的工作表明,由于司法独立和民主代表的利益,陪审团将具有最高的合法性。但是,专家小组比算法或陪审团具有更大的合法性。此外,结果一致性 - 与决定的一致性 - 在确定感知合法性方面发挥了更大的作用。这些结果表明,将专家监督纳入内容审核的好处,并强调任何过程都将面临来自对结果的分歧所带来的合法性挑战。
While research continues to investigate and improve the accuracy, fairness, and normative appropriateness of content moderation processes on large social media platforms, even the best process cannot be effective if users reject its authority as illegitimate. We present a survey experiment comparing the perceived institutional legitimacy of four popular content moderation processes. We conducted a within-subjects experiment in which we showed US Facebook users moderation decisions and randomized the description of whether those decisions were made by paid contractors, algorithms, expert panels, or juries of users. Prior work suggests that juries will have the highest perceived legitimacy due to the benefits of judicial independence and democratic representation. However, expert panels had greater perceived legitimacy than algorithms or juries. Moreover, outcome alignment - agreement with the decision - played a larger role than process in determining perceived legitimacy. These results suggest benefits to incorporating expert oversight in content moderation and underscore that any process will face legitimacy challenges derived from disagreement about outcomes.