…Content Understanding is basically the “dumb” matching documents based on the query terms. Domain Understanding can be inferred using a spectrum of techniques from synonyms, to taxonomies and hierarchies, to…
…or write your own. Probably the most popular rewriter is the Common Rules Rewriter that lets you use query time synonyms easily, including multi-term synonyms. Common Rules also gives you…
…its unlikely synonyms will be used in the same sentence. Its more likely synonyms are spread out throughout a document to avoid repetitiveness in text. Experiment with selecting a random…
…The standard analyzer This comes in very handy. Say for example, you’d like to query one field sometimes by using synonyms and another way without synonyms. Elasticsearch lets you query…
Rubix
…what we could do using built-in Hybris features like synonyms and redirects to fix search. Some queries that might have shown zero results in the past were being redirected to…
…he encounters queries that cannot be treated the same way as single queries and can’t be optimised by boosting, burying, or adding synonyms. Queries like returns policy shouldn’t result in…
…a recall problem, and usually happens because the search is not tuned correctly with synonyms or stemming/lemmatization. Turn on basic language stemming in your search engine, and start curating a…
U. of Michigan Health System
…synonyms: We added key synonyms for specialties, including mapping “pediatrist” to equate to “pediatrician.” Simple set of changes around synonym management had a tremendous impact on searches we tested Josh…
…searchable by their specialties. Phrase Matching – Searching for “cancer treatments” should yield more results for “cancer” than “treatments”. Synonyms – A query for “afib” should return matches on atrial…
…mindset on relevance Select and manipulate high-precision ranking signals in the search engine Add semantic intelligence via synonyms and taxonomies Agenda Part One – Managing, Measuring, and Testing Search Relevance…
…be done on a case-by-case basis, and constantly managing a large synonyms list to cover all the possibilities. By leveraging concept embeddings from semantic similarity models and nearest-neighbor search, the…
…lost sales. Often this is addressed by using synonyms, stemming and other transformations, both at indexing and query time, usually manually maintained. When performing vector search, the semantic meaning of…