PDF] Query Rewriting using Automatic Synonym Extraction for E
Por um escritor misterioso
Last updated 19 junho 2024
One version of the approaches to query rewriting taken at search is described, using a machine learned binary classifier trained on human judged binary relevance labels to filter the candidate synonyms that are truly useful as query expansions without compromising result set precision. Query rewriting is a critical component in modern search engines. It is the process of altering and enhancing raw user queries using synonymous keywords or structured metadata to improve search recall and relevance using data mining techniques applied on tex-tual data and user behavioral signals. For example, the query bicycle is rewritten to match (bicycle OR bike) - i.e. all items that either contain the word bicycle or bike in their title are returned for this query. Choosing the right set of synonymous terms for a given query term is essential to ensure the quality of search results, especially in the context of e-commerce where buyer needs can be very specific. As an example, shoe is a good synonym for shoes , whereas sandals , while related, is not a good synonym for shoes . In this work, we describe one version of the approaches to query rewriting taken at search. At a high level, we use a two step process to generate and apply synonyms for query expansions - 1. offline token level synonym generation and 2. runtime search query rewriting. In the offline phase, we first generate a large pool of candidate synonyms for query tokens using various techniques leveraging user behavioral data, inventory and taxonomy information and open source knowledge bases; then, we leverage a machine learned binary classifier trained on human judged binary relevance labels to filter the candidate synonyms that are truly useful as query expansions without compromising result set precision; this classifier allows us to leverage a wide variety of sources and techniques to generate synonym candidates by providing a scientific and scalable method to evaluate their effectiveness for query rewriting. This filtered set of token level synonyms is stored in a dictionary for runtime query rewriting. In the online phase, we rewrite user search queries by combining the token level synonyms in the dictionary, creating a boolean recall expression. We empirically demonstrate the value of this approach to enhance e-commerce search recall and relevance.
Query Reformulation - an overview
PDF] Query Rewriting using Automatic Synonym Extraction for E
PDF) Query Rewriting Using Monolingual Statistical Machine Translation
PDF) Knowledge Graph-Enhanced Neural Query Rewriting
Information, Free Full-Text
Query Understanding in the Age of Large Language Models – arXiv Vanity
PDF] Query Rewriting using Automatic Synonym Extraction for E
PDF] Unsupervised Synonym Extraction for Document Enhancement in E
Automatically Build Solr Synonyms List using Machine Learning
PDF) Query Rewriting in TaoBao Search
Knowledge Graph-Enhanced Neural Query Rewriting
Recomendado para você
-
Applicants Synonyms. Similar word for Applicants.19 junho 2024
-
PDF] Mining and Ranking Biomedical Synonym Candidates from19 junho 2024
-
Synonyms for doctoral candidate doctoral candidate synonyms19 junho 2024
-
Using the Salesforce Bulk API19 junho 2024
-
Figure 3.1 from Extraction of synonyms and semantically related19 junho 2024
-
The Best Synonyms for Assist19 junho 2024
-
Biomedical named entity normalization via interaction-based19 junho 2024
-
2023 Guide to Using 'Completed' Synonyms in Resumes & More!19 junho 2024
-
Synonyms for IELTS candidates. #EnglishPartner #IELTSPreparation #IETSTips #EnglishVocabulary, ENGLISH PARTNER posted on the topic19 junho 2024
-
CANDIDATE definition in American English19 junho 2024
você pode gostar
-
Teardown, Tested: Generic Kw12x0 “W88” Solar Charge Controller (1019 junho 2024
-
SwapLust Sans <3 GoldenRose - Illustrations ART street19 junho 2024
-
Haikyuu!! Season 3 Episode 9 Anime Review - All or Nothing19 junho 2024
-
Fighting Anime Kengan Ashura Details, Video Preview Revealed19 junho 2024
-
Amy Adams Breaks Silence on Henry Cavill's Superman Return19 junho 2024
-
Dragon Age: Origins - Awakening (Video Game 2010) - IMDb19 junho 2024
-
Download margin of safety PDF19 junho 2024
-
Helix Mod: Dead Island: Riptide Definitive Edition19 junho 2024
-
Is AI More Artificial Than Intelligent? Is Wikipedia Better Than19 junho 2024
-
PC GAMER AMD RYZEN 9 7950X, RTX 4080 16GB, MEMÓRIA 32GB DDR5, 1TB NVME, WATERCOOLER 360MM, FONTE 850W 80PLUS - INFO3 INFORMÁTICA - PC GAMER SANTA EFIGENIA19 junho 2024