调节有害在线内容的有效性
Philipp J Schneider1, Marian-Andrei Rizoiu2
1College of Management of Technology, École Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland.
概括
欧盟数字服务法案 (DSA) 可以有效地减少在线伤害. 这项研究表明,即使在像Twitter这样的快速平台上,及时调节内容也能显著降低病毒性有害材料的风险.
科学领域:
- 在线内容调节在线内容调节
- 数字化政策数字化政策
- 计算社会科学 计算社会科学
背景情况:
- 欧盟数字服务法案 (DSA) 要求平台对有害的在线内容进行调节.
- 值得信赖的标志器识别内容,要求在设定的时间范围内 (例如24小时) 删除平台.
- 具有短寿命的高度病毒性内容带来了独特的调节挑战.
研究的目的:
- 分析欧盟授权的内容调节延迟的有效性.
- 通过规范病毒性在线内容来量化通过规范病毒性在线内容实现的降低危害.
- 开发一种估计调节效率和优化标志工作负载的方法.
主要方法:
- 利用自我激发点过程来建模病毒内容动态.
- 模拟了不同缓和延迟对降低危害的影响.
- 开发了一个平台特定的调节有效性估计框架.
主要成果:
- 减少危害是可以实现的,特别是对于最有害的内容.
- 即使在像Twitter这样的高速平台上,效果也得到了证明.
- 拟议的方法为内容标记和工作负载管理提供了数据驱动的方法.
结论:
- DSA的调节框架可以有效地减轻在线伤害.
- 优化调节延迟对于管理病毒内容风险至关重要.
- 开发的方法有助于有效的内容调节和资源分配.
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