LexVecAlexandre Salle
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About
Lepton is an open-source project on GitHub. It's free and we don't accept donations. If you like, feel free to donate to Wikimedia Foundation, which helps sustain free knowledge through Wikipedia and its sister projects for people around the world. Lepton replies on GitHub APIs to detect the language. Leptonis a centralized configuration file for Lepton and is parsed at the app startup. The file is not auto-generated. Lepton is a pure desktop client of GitHub Gist without its own service. All data are either saved locally or in the GitHub Gist service. Create a GitHub token with gist enabled. Put the token and other configs in the enterprise section in the Lepton config file. Lepton provides a formatted description section with title and tag support. You can group your gists based on their languages and custom tags. Letpon supports Markdown rendering. As a bonus, you can use Lepton for markdown note-taking and access it everywhere.
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About
LexVec is a word embedding model that achieves state-of-the-art results in multiple natural language processing tasks by factorizing the Positive Pointwise Mutual Information (PPMI) matrix using stochastic gradient descent. This approach assigns heavier penalties for errors on frequent co-occurrences while accounting for negative co-occurrences. Pre-trained vectors are available, including a common crawl dataset with 58 billion tokens and 2 million words in 300 dimensions, and an English Wikipedia 2015 + NewsCrawl dataset with 7 billion tokens and 368,999 words in 300 dimensions. Evaluations demonstrate that LexVec matches or outperforms other models like word2vec in terms of word similarity and analogy tasks. The implementation is open source under the MIT License and is available on GitHub.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Developers and individuals seeking a solution to create and organize their code snippet collection
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Audience
Computational linguists and NLP researchers searching for a tool to improve their semantic analysis and language modeling
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Pricing
Free
Free Version
Free Trial
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Pricing
Free
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationLepton
hackjutsu.com/Lepton/
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Company InformationAlexandre Salle
Brazil
github.com/alexandres/lexvec
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Integrations
GitHub
Jupyter Notebook
Markdown
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