X 对 For You 信息流的推荐排序和检索模型进行了两阶段调整,旨在更好地预测用户停留时间并优先展示能被完整阅读的帖子。马斯克表示,新排序模型能更准确地预测停留时间,而检索阶段则基于完读率来挑选未关注账号的帖子。随着这些调整,每日用户活跃秒数从 8 月中旬的约 410B 增长到 10 月中旬的约 500B。
X has changed 2 stages of its For You feed to favor time spent and posts people finish.
- Musk said the new ranking model “predicts probable time spent much better”
- Dwell time was already among the ranker’s predicted actions before this update, which means the new model sharpens an existing objective.
- The second change acts earlier, at retrieval, which turns you and each post into vectors and pulls the nearest ones from accounts you don’t follow. Posts from accounts you follow arrive through a separate system, so this retrieval model mainly decides which posts from accounts you don’t follow make the shortlist.
- Musk said this step is now trained on read-through, so it learns to pick posts that people tend to read to the end. A post that people usually abandon halfway is therefore less likely to make the shortlist.
- daily user active seconds is seeing quite a massive growth, 2026 climbs from roughly 410B a day in mid-August to about 500B by mid-October,
来源:Rohan Paul · x.com