PDF] Unsupervised Synonym Extraction for Document Enhancement in E
Por um escritor misterioso
Last updated 11 março 2025
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://d3i71xaburhd42.cloudfront.net/cc69e457a8f15cea43f3c6ae3464bec4450613dd/3-Figure2-1.png)
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.
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://amazonsearchqu.github.io/images/DALL%C2%B7E%202022-11-13%2022.16.38%20-%20mad%20octopus%20scientis%20is%20making%20GPU%20card%20with%20a%20large%20background.png)
Search Mission and Query Understanding
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://d3i71xaburhd42.cloudfront.net/1346c1bdf3092fcc91af81a6f21abca4c99b5b05/5-Figure4-1.png)
PDF] Query Rewriting using Automatic Synonym Extraction for E-commerce Search
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://miro.medium.com/v2/resize:fit:1400/1*BVEIPYyUNp7H6x0XXnxedw.jpeg)
How to automate entity extraction from PDF using LLMs, by Walid Amamou
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://patentimages.storage.googleapis.com/7f/0f/fd/f6b552db0a7e75/US07437023-20081014-D00006.png)
US7437023B2 - Methods, systems and computer program products for data gathering in a digital and hard copy document environment - Google Patents
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://ars.els-cdn.com/content/image/1-s2.0-S2667305322000308-gr2.jpg)
Applications and Enhancement of Document-Based Sentiment Analysis in Deep learning Methods: Systematic Literature Review - ScienceDirect
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://files.speakerdeck.com/presentations/7f3da6cb85e44da4b091cc027ee91556/slide_6.jpg)
Unsupervised synonym Extraction - Speaker Deck
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://www.mdpi.com/mti/mti-04-00030/article_deploy/html/images/mti-04-00030-g001.png)
MTI, Free Full-Text
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://graphaware.com/assets/textrank/nlp-text-extract-img2.png)
Efficient unsupervised keywords extraction using graphs
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://journals.sagepub.com/cms/10.1177/0165551516667651/asset/images/large/10.1177_0165551516667651-fig2.jpeg)
Mining opinionated product features using WordNet lexicographer files - Saif A. Ahmad Alrababah, Keng Hoon Gan, Tien-Ping Tan, 2017
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://0.academia-photos.com/attachment_thumbnails/6070431/mini_magick20190427-11750-yl4j9v.png?1556372110)
PDF) Unsupervised learning of semantic relations for molecular biology ontologies
![PDF] Unsupervised Synonym Extraction for Document Enhancement in E](https://www.tandfonline.com/cms/asset/7ba26141-6f08-441e-9381-d3a0d5643687/ccos_a_2221406_f0001_oc.jpg)
Full article: MoCoUTRL: a momentum contrastive framework for unsupervised text representation learning
Recomendado para você
-
Synonyms worksheets11 março 2025
-
13 Candidate for Synonyms. Similar words for Candidate for.11 março 2025
-
CANDIDATE Synonyms Collins English Thesaurus11 março 2025
-
Output data from step 1. Three synonym clusters with term11 março 2025
-
Creating Synonyms11 março 2025
-
Google Synonyms Update - SEO by the Sea ⚓11 março 2025
-
Power Thesaurus on X: Someone who feels11 março 2025
-
vCandidates - Blog 10 Synonyms to “I am confident I would be a11 março 2025
-
Figure 3.1 from Extraction of synonyms and semantically related11 março 2025
-
Firsts and lasts elements of the sorted list of synonym candidates11 março 2025
você pode gostar
-
Hakos Baelz🎲holoEN on X: i lied about not streaming. i just11 março 2025
-
Roronoa Zoro - ONE PIECE - Image by Pixiv Id 4046637 #1780835 - Zerochan Anime Image Board11 março 2025
-
PSP) Killzone: Liberation review – kresnik258gaming11 março 2025
-
Live wallpaper Konosuba darkness and aqua take off megumin sato11 março 2025
-
Skibi Defense Codes for December 2023 - Try Hard Guides11 março 2025
-
Best (and Worst) Chun-Li Anime Moments Street Fighter Anime Movie & Series11 março 2025
-
Toby Fox'd Underfell Sans Fight. by realAndroidc4 on DeviantArt11 março 2025
-
Tuch for Sale mit Anime Kakegurui Fanart von The fandom11 março 2025
-
Minecraft Earth - Wikipedia11 março 2025
-
Image tagged in memes,gru's plan,gru face - Imgflip11 março 2025