LexVec

LexVec

Alexandre 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.

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.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers and individuals seeking a solution to create and organize their code snippet collection

Audience

Computational linguists and NLP researchers searching for a tool to improve their semantic analysis and language modeling

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Lepton
hackjutsu.com/Lepton/

Company Information

Alexandre Salle
Brazil
github.com/alexandres/lexvec

Alternatives

Alternatives

GloVe

GloVe

Stanford NLP
Snip

Snip

Pictarine
word2vec

word2vec

Google

Categories

Categories

Integrations

GitHub
Jupyter Notebook
Markdown

Integrations

GitHub
Jupyter Notebook
Markdown
Claim Lepton and update features and information
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