sentence2vec | BEAT BASELINE FOR SENTENCE EMBEDDINGS | Natural Language Processing library
kandi X-RAY | sentence2vec Summary
kandi X-RAY | sentence2vec Summary
Sentence2vec as described in A SIMPLE BUT TOUGH TO BEAT BASELINE FOR SENTENCE EMBEDDINGS by Sanjeev Arora, Yingyu Liang, Tengyu Ma
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Top functions reviewed by kandi - BETA
- Convert a list of Sentences to a vector .
- Compute the l2 distance between two vectors .
- Initialize the text .
- String representation of the word
- Return the frequency of a word .
- Return the representation of the object .
- The number of words in the corpus .
sentence2vec Key Features
sentence2vec Examples and Code Snippets
Community Discussions
Trending Discussions on sentence2vec
QUESTION
I'm working on a NLP project, involving sentence2vec. I'm presuming I would be using pre-trained word embeddings for converting tokens into vectors and then proceeding to sentence embedding.
Since my sentence involves :
stop words like can't, won't, aren't etc. which NLTK would reduce to {ca, wo, are} + not.
So I can't reduce them, and I don't want to remove them as stop words since sentences like mentioned below, should have different embedding.
My name is Priyank
My name is not Priyank
Another Important doubt is that how to incorporate Named entities such as the name of a person like Mark K. Hogg in my sentence vector.
...ANSWER
Answered 2018-Feb-28 at 09:53you can remove the ones you do not want to be as stop words from this list
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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Install sentence2vec
You can use sentence2vec like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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