问HN:RAG可以用于推荐系统吗?

1作者: pinner大约 1 个月前原帖
我已经为这个项目工作了一周,但很难明确需求。我们的想法是创建一个完全自定义的内容推送(具有隐私保护!没有任何数据会发送到服务器),跨不同平台。以下是我遇到的一些问题: 1. 我正在使用sentence-transformers/all-MiniLM-L6-v2来提高速度(人们绝不会愿意为单个页面等待几秒钟),而且每个“聚类”都是根据历史的点赞、观看和不喜欢情况以及我自定义的布局进行评分。我不确定的是,用户是否会接受我的布局(目前我将HN转变为类似TikTok的滚动体验)。 2. 在没有任何数据的情况下,很难为评分系统设定基准。我对当前基于算法的平台感到不满,因为它们往往忽视个人口味。它们推荐的内容是基于与我口味“相似”的“其他”用户的偏好。此外,我们无法选择“探索”级别。我认为在X平台上,只有10%到20%的内容对用户来说是“新”的,而这个比例用户自己完全无法调整。因此,我无法从这些网站获取更多探索性的内容。 这两个问题让人感到困惑,但我真的不知道该如何继续,因为目前没有现成的应用或工具可以解决这个问题。如果你有任何需求,请分享给我 :) 我非常需要你的反馈,以判断我是否应该继续这个项目!
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I have already worked on this for a week, but it&#x27;s very hard to define the needs. The idea was to create a fully customized feed (with privacy! nothing is sent to the server), across different platform. Here are some questions that I have encountered:<p>1. I&#x27;m using sentence-transformers&#x2F;all-MiniLM-L6-v2 for speed (people will never wait seconds for a single page), and every &quot;clusters&quot; are scored based on historical likes&#x2F;watch&#x2F;dislike with my custom layout. The thing that I&#x27;m not sure here is whether people will accept my layout(for now I was transforming the HN into tiktok-like scrolling experience). 2. Without any data, it&#x27;s very hard to calibrate the scoring system for the baseline. One thing that I am uncomfortable with current algo-based platforms is that they are rather ignorance on personnal taste. They recommend based on what &quot;others&quot; similars to my taste instead. Anothing is that we can not select the &quot;exploring&quot; level. I think only 10~20% of the feeds on X are &quot;new&quot; to the user, and this proportion is not adjustable at all by the users themselves. However, I am thus not able to get more exploring contents from these websites.<p>It&#x27;s quite massy with these two questions, but I really don&#x27;t know how to continue since there are no existing apps&#x2F;tools for this at all. If you have any needs, please share it :)<p>Really need your interaction to see if I should continue on this project or not!!!