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<a href="/2025/01/07/%E5%86%99%E7%BB%99%E6%96%B0%E8%AF%BB%E8%80%85%E7%9A%84%E5%AF%BC%E8%88%AA/" target="_blank">
写给新读者的导航
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</h1>
<a class="index-excerpt index-excerpt__noimg" href="/2025/01/07/%E5%86%99%E7%BB%99%E6%96%B0%E8%AF%BB%E8%80%85%E7%9A%84%E5%AF%BC%E8%88%AA/" target="_blank">
<div>
你好啊朋友，我是江浩，一名AI大陆的探险者，目前主要关注向量数据库和大语言模型领域。 在博客里，我会探秘AI神奇能力的背后原理。别担心，我会用有趣的言语和生动的类比来解释这些原理。你是否好奇，孙悟空 + 红楼梦 - 西游记 = ？那就来了解下向量嵌入吧。当你接触到向量嵌入后，你可能会问，既然已经有了稠密向量，为什么还需要稀疏向量？嗯，如果说稠密向量是领域专家，那么稀疏向量就是一个聪明的门
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<time datetime="2025-01-07 22:23" pubdate>
2025-01-07
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<a href="/categories/%E6%9D%82%E8%B0%88/" class="category-chain-item">杂谈</a>
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<a href="/2025/01/15/%E8%AF%AD%E4%B9%89%E6%90%9C%E7%B4%A2%E6%95%88%E6%9E%9C%E5%B7%AE%EF%BC%9F%E8%AF%95%E8%AF%95%E9%87%8D%E6%8E%92/" target="_blank">
语义搜索效果差？试试重排
</a>
</h1>
<a class="index-excerpt index-excerpt__noimg" href="/2025/01/15/%E8%AF%AD%E4%B9%89%E6%90%9C%E7%B4%A2%E6%95%88%E6%9E%9C%E5%B7%AE%EF%BC%9F%E8%AF%95%E8%AF%95%E9%87%8D%E6%8E%92/" target="_blank">
<div>
前段时间我开发了一个用白话文搜索语义相近的古诗词的应用（详见： 如何假装文艺青年，怎么把大白话“变成”古诗词？），但是有时候搜索结果却不让人满意，排名靠前的结果和查询的语义没啥关系，靠后的结果反而和查询更相似。比如，我用白话文“今天的雨好大”搜索，前三个结果是： 今日云景好，水绿秋山明。今日风日好，明日恐不如。雨落不上天，水覆难再收。 前两个都和雨没有关系，第三个勉强沾边。 为啥语义更相近的句
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<div class="post-meta mr-3">
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<time datetime="2025-01-15 11:29" pubdate>
2025-01-15
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<span class="category-chain">
<a href="/categories/%E5%90%91%E9%87%8F%E6%95%B0%E6%8D%AE%E5%BA%93/" class="category-chain-item">向量数据库</a>
<span>></span>
<a href="/categories/%E5%90%91%E9%87%8F%E6%95%B0%E6%8D%AE%E5%BA%93/%E5%8E%9F%E7%90%86%E6%8E%A2%E7%A7%98/" class="category-chain-item">原理探秘</a>
</span>
</span>
</div>
</div>
</article>
</div>
<div class="row mx-auto index-card">
<article class="col-12 col-md-12 mx-auto index-info">
<h1 class="index-header">
<a href="/2024/12/11/%E9%97%A8%E5%A4%96%E6%B1%89%E5%A6%82%E4%BD%95%E2%80%9C%E5%86%92%E5%85%85%E2%80%9D%E4%B8%93%E5%AE%B6%EF%BC%9F%E5%90%91%E9%87%8F%E5%B5%8C%E5%85%A5%E4%B9%8B%E7%A8%80%E7%96%8F%E5%90%91%E9%87%8F/" target="_blank">
门外汉如何“冒充”专家？向量嵌入之稀疏向量
</a>
</h1>
<a class="index-excerpt index-excerpt__noimg" href="/2024/12/11/%E9%97%A8%E5%A4%96%E6%B1%89%E5%A6%82%E4%BD%95%E2%80%9C%E5%86%92%E5%85%85%E2%80%9D%E4%B8%93%E5%AE%B6%EF%BC%9F%E5%90%91%E9%87%8F%E5%B5%8C%E5%85%A5%E4%B9%8B%E7%A8%80%E7%96%8F%E5%90%91%E9%87%8F/" target="_blank">
<div>
在 孙悟空 + 红楼梦 - 西游记 = ？向量嵌入之稠密向量 这篇文章中，我们已经知道了文本怎么变成稠密向量，并且还能够表达文本的语义。但是，对于嵌入模型的“专业领域”外的文本，它的效果不尽如人意。 打个比方，假设你身体不舒服去看医生，医生完全理解你的描述，他会判断病因然后做出诊断。但是，如果你问医生“人工智能如何影响汽车行业？”，医生大概会觉得你不仅身体不舒服，脑子也需要治一治。医生不
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<time datetime="2024-12-11 11:29" pubdate>
2024-12-11
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<span class="category-chain">
<a href="/categories/%E5%90%91%E9%87%8F%E6%95%B0%E6%8D%AE%E5%BA%93/" class="category-chain-item">向量数据库</a>
<span>></span>
<a href="/categories/%E5%90%91%E9%87%8F%E6%95%B0%E6%8D%AE%E5%BA%93/%E5%8E%9F%E7%90%86%E6%8E%A2%E7%A7%98/" class="category-chain-item">原理探秘</a>
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<h1 class="index-header">
<a href="/2024/10/29/%E9%B2%81%E8%BF%85%E5%88%B0%E5%BA%95%E8%AF%B4%E6%B2%A1%E8%AF%B4%EF%BC%9FRAG%E4%B9%8B%E5%88%86%E5%9D%97/" target="_blank">
鲁迅到底说没说？RAG之分块
</a>
</h1>
<a class="index-excerpt index-excerpt__noimg" href="/2024/10/29/%E9%B2%81%E8%BF%85%E5%88%B0%E5%BA%95%E8%AF%B4%E6%B2%A1%E8%AF%B4%EF%BC%9FRAG%E4%B9%8B%E5%88%86%E5%9D%97/" target="_blank">
<div>
鲁迅说，“世上本没有路，走的人多了，也便成了路。”。鲁迅说，“我家墙外有两株树，一株是枣树，还有一株也是枣树。”鲁迅还说，“猛兽总是独行，牛羊才成群结对。”网络上流传着鲁迅说过的各种名言，我们不禁怀疑，鲁迅到底说没说？原文是什么样的，出处又在哪里？想回答这个问题，最好的办法就是搜索原文。但是，使用传统搜索方式，错了一个字可能就搜索不到，不如试试语义搜索吧。 我们可以把鲁迅作品集向量化，储存到向量数
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<time datetime="2024-10-29 11:28" pubdate>
2024-10-29
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<a href="/categories/%E5%90%91%E9%87%8F%E6%95%B0%E6%8D%AE%E5%BA%93/" class="category-chain-item">向量数据库</a>
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<a href="/categories/%E5%90%91%E9%87%8F%E6%95%B0%E6%8D%AE%E5%BA%93/%E5%8E%9F%E7%90%86%E6%8E%A2%E7%A7%98/" class="category-chain-item">原理探秘</a>
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<a href="/2024/10/11/%E5%AD%99%E6%82%9F%E7%A9%BA-%E7%BA%A2%E6%A5%BC%E6%A2%A6-%E8%A5%BF%E6%B8%B8%E8%AE%B0-%EF%BC%9F%E5%90%91%E9%87%8F%E5%B5%8C%E5%85%A5%E4%B9%8B%E7%A8%A0%E5%AF%86%E5%90%91%E9%87%8F/" target="_blank">
孙悟空 + 红楼梦 - 西游记 = ？向量嵌入之稠密向量
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