PDF] Unsupervised Synonym Extraction for Document Enhancement in E
Por um escritor misterioso
Last updated 04 julho 2024
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A two-phase unsupervised synonym discovery framework is proposed for extracting synonym rules from the search log data and it is demonstrated that 85.5% of the extracted rules are high quality pairs. The vocabulary gap between search queries and product descriptions is an important problem in modern e-commerce search engines. Most of the existing methods deal with the vocabulary gap issues by rewriting user-input queries. In this work, we describe another way to address vocabulary gap issues in the e-commerce search systems. In particular, we propose an unsupervised synonym extraction framework for document enhancement. Comparing to existing methods, the purposed framework has two main differences: 1) instead of extending and rewriting user-input queries, we make the synonym tokens searchable by adding them into the text descriptions of products; 2) the whole process is unsupervised and doesn’t require any human labels. A two-phase unsupervised synonym discovery framework is proposed for extracting synonym rules from the search log data. We demonstrate the effectiveness of our approach by two experiments: 1) we do online A/B testing experiments in multiple countries, which show significant improvements in key business metrics; 2) we conduct a human audit to evaluate the quality of the extracted synonym rules, which indicates that 85.5% of the extracted rules are high quality pairs.
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PDF] Query Rewriting using Automatic Synonym Extraction for E-commerce Search
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A survey on sentiment analysis methods, applications, and challenges
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Study on copyright and new technologies. Copyright data management and artificial intelligence by Agence luxembourgeoise d'action culturelle - Issuu
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Applications and Enhancement of Document-Based Sentiment Analysis in Deep learning Methods: Systematic Literature Review - ScienceDirect
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SasaNesic.pdf - Faculty of Informatics
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PDF) SynoExtractor: A Novel Pipeline for Arabic Synonym Extraction Using Word2Vec Word Embeddings
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PDF) Unsupervised Relation Extraction for E-Learning Applications
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Natural Language Processing. A Machine Learning Approach to Sense Tagged Words using K-Nearest Neighbor - GRIN
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MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase Extraction - ACL Anthology
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Efficient unsupervised keywords extraction using graphs
arXiv Computation and Language Research Summaries for November 3, 2023
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