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Neural Search - From Prototype to Production with Jina
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Evaluating the effectiveness of a neural search system is critical once you set up some baseline. By monitoring the evaluation metrics, you can immediately know how well your system performs. By diving deep into the queries, you can also conduct failure analysis and learn how to improve your system.
In this section, we will give a brief overview of the most commonly used evaluation metrics. If you want to have a more detailed mathematical understanding of this topic, we strongly recommend you go through Evaluation in information retrieval (https://nlp.stanford.edu/IR-book/pdf/08eval.pdf).
In general, given the difference between search tasks, normally we can group search evaluation into two categories: