广材搜索(一):如何从入库材料本身来提升搜索质量

我们会收到这样的反馈,为什么查询出来的不是排在第一个,怎么排到第三个位置了呢?

你肯定用过淘宝。很多淘宝卖家通过更换宝贝名称、关键字等来争取排名,所以在搜索引擎的世界里,你的宝贝名称和规格其实对搜索结果排序是会有影响。

在广材的搜索世界里,其实你的材料名称和规格一样会对搜索引擎有影响,为了能够提升你辛辛苦苦拓展过来的材料搜索质量,你必须要了解哪些搜索引擎知识呢?

我们不存在故意刷名称规格等去作弊而提升排序,但我们正在做一些影响排序的事。当然搜索引擎应该具有反作弊的能力,这个不在这篇文中解说,因为我在搜索领域还算一个小白。下面主要从材料信息本身,如何在垂直搜索引擎中按预期显示搜索结果时我们应该尽量遵守的哪些原则来谈一下。

名称统一

我们库里面很多材料,其实不只是材料名称,大家还会加入规格甚至说明的文字。比如承插弯头会把角度写上。

对于这一类材料,如果你把名称统一为“承插弯头”,把角度在规格中输入,那么你呈现出来的就是很统一归整的搜索结果。因为名称统一,减少了对搜索引擎的干扰,当用户搜索时就会更精准。如果我们的所有材料都能对同一材料这么处理,那么搜索体验就会好很多了。

规格不重复

我们先说个例子吧。如果你搜索的是 “电力电缆 ZR-YJV-(5X4)”。

我们希望第一条显示的是类似这样的材料。

从人的肉眼来观察这是没错的。但是现在的搜索引擎是这样的,真的忍不住想骂它,因为搜出来的不是用户想要的。

我们想要的那条材料跑到中间去了。

真是没法说了,后台有数据,但是竟然不给我显示在第一条。

首先今年我们的搜索引擎比去年做了一个大的改进,就是按照词根优先显示,所以对于名称我们也能应对了,显示出来的都是电力电缆。以前说搜出来不是这类材料的问题基本解决了,但是刚才遗留已久的希望想要的材料显示在第一条问题还未解决。

那如何在现有搜索引擎的基础上能够提升搜索质量,让用户搜到的第一条就是想要的材料呢?

想要知道如何提升,我们先来说说搜索引擎是按什么规则搜索排序的?

首先可以肯定的是搜索引擎还达不到人的智能水平,意图分析等是包括百度、google等大家所熟知的搜索引擎都要研究突破的。搜索引擎不是人,它是按依据一些搜索引擎使用的一套规则来判断材料相关性的,也就是哪条材料是最匹配搜索词的。

你先来想另一个场景,你想搜一篇含有周金根关于敏捷个人话题的文章,你可能会输入关键字“周金根 敏捷个人”。那搜索引擎找到一些文章之后如何决定这篇文章对你来说是最相关的呢?

它会在文章中找包含 “周金根”和“敏捷个人”出现的次数,并基于文章的总长度。如果出现的次数越多,总长度越短,那说明这篇文章可能更是你想要的。当然除此之外还有外链情况等,这些我们可以先不关注,我们要知道的是搜索引擎会根据搜索词在文章中出现的词频来决定是否把这条结果排在前面。

回过头来我们看看为什么目前会搜索 “电力电缆 ZR-YJV-(5X4)” 出现的结果是这些内容。第一条电力电缆是文字最少,搜索词出现词频最高的,所以排在第一。而我们希望的材料词频没有前面的多,所以排在后面了。

那如何可以把想要的内容显示在第一条呢?

如果我们对第一条的规格说明写成:ZR-YJV-5X4,像货品编码这个都不知道什么意思的属性就不加了,增加了属性字符串整体长度,就降低了这条材料的排序打分。对其他材料的芯数属性也去除,因为规格中已经有了,这相当于多写了一些内容,而这些内容正好和搜索字有关的话,就会提升这条材料的排序了。

如果我们的规格能和这个产品类似,那么搜索排序相关性会有一个很大的提升。

当然,技术是发展的,我们的搜索引擎也是在不断完善的,我们已经按词根、分类、品牌优化了搜索,这个难题会在4月份解决,3月份任务实在太紧张了。

分类准确

用户搜索场景很多,所有场景都集中在一个搜索框里。当场景越来越多时,处理的综合复杂度就会越来越高。如果只是搜名称,那相对来说简单的多。加上属性支持,就会复杂一些,如果属性不规范,可能还会有点麻烦。再加上品牌搜索,难度又会提升。用户还会直接搜索类别,那当用户搜索类别时会出现什么问题呢?

目前根据反馈来看,很多直接搜索类别不出现材料的都是材料入库时归类错误,我想这个一定是从数据角度去解决的,尽快把材料类别处理正确。不是说不能让搜索引擎通过程序手段去修正你归类的错误,但是让搜索引擎再去处理因归类错误这种数据入库场景下的问题而修正搜索规则会导致引擎复杂度又增加很多,可能会导致影响其他问题,所以再未有好的技术方案时,材料入库时必须保证类别归类正确。

如果归类不正确的话还会导致一个其他问题,那就是通过导航搜索的时候,这个类别将不会显示本应该显示的材料,所以基于这一点,材料的正确归类也是每个数据人员应该去做的。

搜集品牌字典

3月份开始支持品牌搜索,月中优化了方案,目前品牌搜索已较好支持。但是还有些地方说收到的品牌不是排在第一。

前面我们说了,咱们的搜索引擎默认是按名称+规格+品牌等去搜,只是每个权重不一样,需要我们不断去优化这个值。如果你搜品牌的时候,如果确保先显示这个品牌呢?如果只是按前面一般权重来做是做不到的,除非正好这个品牌的材料按照前面说的词频等规则排在前面,但基本不会这样,因为我们材料很多,规格属性写的也很多影响排序。所以基于现有数据我们出的方案就是增加一个品牌字典。具体细节就不说了,大致就是我们需要维护一个品牌字典,如果要搜的品牌在这个字典里,那么显示出来的材料是这个品牌就会排在最前面。

而字典都是需要维护的,目前总部给了一个字典,但毕竟还有各地地材品牌,所以如果收不到品牌的情况下,你要做的就是给我们提供你当地的品牌字典,我们导入字典后,当地的品牌搜索体验就会提升了。

同义词、分词

搜索体验还有一些重要的包括同义词、分词等,这些也是字典,也是需要不断维护的。我们在拓展材料时,如果能对材料的别名有一个认识,特别是在定额中有没有别名,如果能提供的话,丰富同义词库,那搜索体验也会提升。

还有一个是分词,今天就不细说了。

产品体验

我们做的是信息参考类产品,内容运营是产品重中之重,而内容运营包括两部分,一部分是内容本身,一部分是内容展现。材价数据的完备归整可靠性决定了内容自身的质量,搜索引擎的快速、高相关性决定了使用产品时的感受。搜索引擎是一座冰山,背后有两大支柱,相信通过我们对搜索引擎的持续完善,以及大家对数据质量的不断重视和提升,我们能够为用户提供最好的材价信息,终有一天所有用户都会夸我们的产品牛。



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