通过用户调查提高推荐内容的质量

Introductory Summary

介绍性总结

In 2023 Pinterest became the Founding Signatory of the Inspired Internet Pledge — publicly stating our vision to adhere to three principles: (1) tuning for wellbeing, (2) listening to and acting on what we hear from users, and (3) sharing what we learn about making the internet a safer and healthier place for all, especially teens.

在2023年，Pinterest成为了Inspired Internet Pledge的创始签署者——公开声明我们的愿景，遵循三个原则：（1）关注福祉，（2）倾听并采取行动回应用户的声音，以及（3）分享我们关于如何让互联网成为一个更安全、更健康的地方，尤其是对青少年的经验。

Now, at the end of the second full year of our work with the Inspired Internet Pledge, we’re pleased to share more about what we’re learning from Pinner (a.k.a. user) surveys and how we incorporate their feedback to improve content quality on our platform.

现在，在我们与Inspired Internet Pledge合作的第二个完整年结束时，我们很高兴分享我们从Pinner（即用户）调查中学到的更多内容，以及我们如何将他们的反馈纳入以提高我们平台的内容质量。

While much of this blog will get into the weeds of how we design surveys, interpret the data we get from them, and technical details on how we train a machine learning model to understand generic Pinner perception, at the heart of all of this is Pinterest’s commitment to “Put Pinners First.” Our work demonstrates a win/win for both Pinners and the business, and allows us to do good while doing well.

虽然这篇博客的许多内容将深入探讨我们如何设计调查、解释从中获得的数据以及如何训练机器学习模型以理解一般Pinner的看法，但这一切的核心是Pinterest对“以Pinners为先”的承诺。我们的工作展示了Pinners和业务的双赢，并使我们能够在做好事的同时做得更好。

Background

背景

At Pinterest, we want people to discover high-q...