![]() Learning with local and global consistency. ![]() Context sensitive synonym discovery for web search queries. Mining broad latent query aspects from search sessions. ![]() Targeted disambiguation of ad-hoc, homogeneous sets of named entities. Mining the web for synonyms: Pmi-ir versus lsa on toefl. Entity linking with a knowledge base: Issues, techniques, and solutions. Clustering query refinements by user intent. Heterogeneous graph-based intent learning with queries, web pages and wikipedia concepts. Joint unsupervised coreference resolution with markov logic. Web-scale distributional similarity and entity set expansion. Learning latent semantic relations from clickthrough data for query suggestion. Identifying synonyms among distributionally similar words. Mining entity attribute synonyms via compact clustering. Semantic frame-based document representation for comparable corpora. Grias: an entity-relation graph based framework for discovering entity aliases. Graph regularized transductive classification on heterogeneous information networks. Cherchez delve et beaucoup d’autres mots dans le dictionnaire de synonymes anglais de Reverso. Mining query subtopics from search log data. Large-scale learning of word relatedness with constraints. Entity resolution: theory, practice & open challenges. Entity extraction, linking, classification, and tagging for social media: a wikipedia-based approach. Scalable topical phrase mining from text corpora. Kert: Automatic extraction and ranking of topical keyphrases from content-representative document titles. Robust query rewriting using anchor data. Entity synonyms for structured web search. Exploiting web search to generate synonyms for entities. A framework for robust discovery of entity synonyms. Swoosh: a generic approach to entity resolution. Effective query formulation with multiple information sources. Using cooccurrence statistics and the web to discover synonyms in a technical language. Behavior-driven clustering of queries into topics. Experiments on several real-life domains demonstrate the effectiveness of our proposed method. We cast the synonym discovery problem into a graph-based ranking problem and demonstrate the existence of a closed-form optimal solution for outputting entity synonym scores. Best verb synonyms for 'delve deeper' are 'deepen', 'delve' and 'develop'. A general, heterogeneous graph-based data model which encodes our problem insights is designed by capturing three key concepts (synonym candidate, web page and keyword) and different types of interactions between them. Unlike existing query log-based methods, we delve deeper to explore sub-queries, and exploit tailed synonyms and tailed web pages for harvesting more synonyms. In this work, we propose adopting a "structured" view of each entity by considering not only its string name, but also other important structured attributes. Let's delve deeper into the relationship definition and apply it to. Previous works often take a "literal" view of the entity, i.e., its string name. Another synonym is alliance, which is a merging of efforts or interests by persons. This lets search administrators define groups of related terms and even corrections to commonly misspelled terms.With the increasing use of entities in serving people's daily information needs, recognizing synonyms-different ways people refer to the same entity-has become a crucial task for many entity-leveraging applications. How do you address this issue?Įlasticsearch has a mechanism for defining custom synonyms, through the Synonym Token Filter. For example, say that your user searches for “bowtie pasta.” You may have a product called “Funky Farfalle” which is related to their search term but which would not be returned in the results because the title has “farfalle” instead of “bowtie pasta”. You want users to be able to search for those products, but you want that search to be smart. Let’s say that you have an online store with a lot of products. Using WordNet via the Elasticsearch API.If you want to jump around, the main sections of this document are: a synonym, near-synonym or superordinate). Users can add a subset of the list using the Elasticsearch API, or use the WordNet file that comes standard with all Bonsai clusters.įirst, a brief background on synonyms and WordNet. of text surrounding a given item) can enable you to delve deeper into the. There are two ways to use WordNet with Bonsai. Make sure you understand the tradeoffs (discussed below) well before setting it up. ![]() It can offer major improvements in relevancy, but it is not at all necessary for many use cases. WordNet is a huge lexical database that collects and orders English words into groups of synonyms. Synonyms for delve into include discuss, examine, cover, explore, study, analyse, go into, scrutinise, scrutinize and review.
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