开源语音识别转意图_开源工具,用于基于意图的搜索质量验证

开源语音识别转意图


Even a tiny increase in overall search result quality might have a noticeable effect on conversion rate. Naturally, you can use exit-rate to judge if your search needs improvements and do required adjustments, but will you be able to make sure those changes are safe? What if improved relevancy for a specific category breaks search for several other categories?
即使整体搜索结果质量略有提高,也可能会对转换率产生明显影响。 当然,您可以使用退出率来判断您的搜索是否需要改进并进行必要的调整,但是您是否能够确保这些更改是安全的? 如果特定类别的相关性提高了,而其他几个类别的搜索中断了怎么办?
开源语音识别转意图_开源工具,用于基于意图的搜索质量验证

Moreover, high exit-rate means no matter what you are going to do, the problem has taken place, so dozens of customers already didn’t manage to find what they were up to. Basically, the only way to proceed is to have a reliable search quality validation approach.
而且,高退出率意味着无论您要做什么,问题都已经发生了,因此数十个客户已经无法设法找到自己想要做什么。 基本上,唯一的进行方法是拥有可靠的搜索质量验证方法。

基于意图的验证 (Intent-based validation)


Clear intent makes search result validation way more simpler and straightforward. There are several validation strategies possible. The actual strategy implementation is out of scope of this project.
明确的意图使搜索结果验证方式更简单明了。 有几种验证策略可能。 实际的策略实施超出了该项目的范围。
开源语音识别转意图_开源工具,用于基于意图的搜索质量验证

Search Quality API defines the following set of «verdicts» for a product being returned: relevant, near, misplaced, irrelevant, undefined:
Search Quality API为返回的产品定义了以下“结论”集:相关,接近,错位,无关,未定义:
  • Relevant The product ranking is completely relevant.

    相关产品排名完全相关。

  • Near The product ranking is not a perfect match, but it is clearly reasonable for it to be ranked highly.

    Near(接近)产品排名不是完美的匹配,但是将其排名很高显然是合理的。

  • Misplaced It is obvious why the search engine returned the result, but it clearly shouldn't be ranked highly.

    放错位置很明显,搜索引擎为何返回结果,但显然不应将其排名很高。

  • Irrelevant The result has no apparent relationship to the customer’s search.

    不相关结果与客户的搜索没有明显的关系。

  • Undefined For some reason the result is undefined and can not be validated.

    未定义由于某种原因,结果未定义且无法验证。


Intent-based approach is pretty intuitive and straightforward. So, if you are searching for «fiskars splitting axe» you do not expect to see any other brands, any other tools etc. Obviously, chopping axe is definitely not an option, as well as any other type on an axe.
基于意图的方法非常直观和直接。 因此,如果您正在搜索“ fiskars劈斧”,您不会期望看到任何其他品牌,任何其他工具等。显然,切斧绝对不是选项,就像斧头上的任何其他类型一样。
Searching visitors usually have more specific shopping intents, comparing to visitors who are simply browsing, so it is crucial to make sure search always works as expected.
与单纯浏览的访问者相比,搜索访问者通常具有更具体的购物意图,因此确保搜索始终按预期进行至关重要。

特征 (Features)

  • Extendable test set

    可扩展的测试仪
  • Automated and reliable search quality verification

    自动可靠的搜索质量验证
  • Various validation/verification strategies

    多种验证/验证策略
  • Detailed reporting with root cause analysis

    具有根本原因分析的详细报告
  • Historical trends

    历史趋势

发展趋势 (Trends)


High-level statistics is available in a way it can help to quickly understand the actual situation and overall trend.
提供高级统计信息可以帮助快速了解实际情况和总体趋势。
开源语音识别转意图_开源工具,用于基于意图的搜索质量验证

通过测试 (Passing tests)


Passing test still provides all the details regarding the actual result set and the products. So, if any deep inspection needed it can be done.
通过测试仍会提供有关实际结果集和产品的所有详细信息。 因此,如果需要任何深度检查,则可以完成。
开源语音识别转意图_开源工具,用于基于意图的搜索质量验证

测试失败 (Failing test)


In case test fails deep investigation is a must, so the solution provides all the required details, including the list of the product returned for the query. Useful marks highlights non relevant products, simplifying the analysis.
如果测试失败,则必须进行深入调查,因此该解决方案提供了所有必需的详细信息,包括为查询返回的产品列表。 有用的标记突出显示了不相关的产品,从而简化了分析。
开源语音识别转意图_开源工具,用于基于意图的搜索质量验证

链接 (Links)

  1. Intent-based Search Quality

    基于意图的搜索质量

  2. Search Quality API

    搜索质量API

翻译自: https://habr.com/en/post/446008/

开源语音识别转意图