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Description
LexVec represents a cutting-edge word embedding technique that excels in various natural language processing applications by factorizing the Positive Pointwise Mutual Information (PPMI) matrix through the use of stochastic gradient descent. This methodology emphasizes greater penalties for mistakes involving frequent co-occurrences while also addressing negative co-occurrences. Users can access pre-trained vectors, which include a massive common crawl dataset featuring 58 billion tokens and 2 million words represented in 300 dimensions, as well as a dataset from English Wikipedia 2015 combined with NewsCrawl, comprising 7 billion tokens and 368,999 words in the same dimensionality. Evaluations indicate that LexVec either matches or surpasses the performance of other models, such as word2vec, particularly in word similarity and analogy assessments. The project's implementation is open-source, licensed under the MIT License, and can be found on GitHub, facilitating broader use and collaboration within the research community. Furthermore, the availability of these resources significantly contributes to advancing the field of natural language processing.
Description
Plagius – Plagiarism detector is a plagiarism detection software that scans documents for possible plagiarism. Plagius allows for prior analysis, which is a great tool to enhance academic quality.
Plagius can examine documents in many formats, including Word, PDF and OpenOffice. It also generates detailed reports that detail the references found, the frequency of occurrences online or locally and the percentage of plagiarism suspected.
Plagius is a more user-friendly tool than other tools that detect plagiarism. It also has superior performance and efficiency. Plagius offers exceptional plagiarism detection thanks to its simplicity and speed.
API Access
Has API
API Access
Has API
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Integrations
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Pricing Details
Free
Free Trial
Free Version
Pricing Details
$5.90 per month
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
Alexandre Salle
Country
Brazil
Website
github.com/alexandres/lexvec
Vendor Details
Company Name
GH Software
Founded
2011
Country
Brazil
Website
www.plagius.com