Word Embeddings Python Packages

gensim

Topic Modelling for Humans

model2vec

Fast State-of-the-Art Static Embeddings

flair

A very simple framework for state-of-the-art Natural Language Processing (NLP)

floret

🌸 fastText + Bloom embeddings for compact, full-coverage vectors with spaCy

compress-fasttext

Tools for shrinking fastText models (in gensim format)

scattertext

Beautiful visualizations of how language differs among document types.

bert-embedding

🔡 Token level embeddings from BERT model on mxnet and gluonnlp

top2vec

Top2Vec learns jointly embedded topic, document and word vectors.

danlp

DaNLP is a repository for Natural Language Processing resources for the Danish Language.

sword2vec

An simple implementation of skip-gram word2vec

openai-async

A light-weight, asynchronous client for OpenAI API - text completion, image generation and embeddings.

textembedding

计算文本相似度时经常需要用到的算法包

vngrs-nlp

State-of-the-art, lightweight NLP tools for Turkish language. Developed by VNGRS.

texthero

Text preprocessing, representation and visualization from zero to hero.

inltk

Natural Language Toolkit for Indic Languages aims to provide out of the box support for various NLP tasks that an application developer might need

fastopic

A Fast, Adaptive, Stable, and Transferable Topic Model (NeurIPS 2024)

embedeval

NLP Embeddings Evaluation Tool

easybert

A Dead Simple BERT API for Python and Java (https://github.com/google-research/bert)

embedding4bert

[PyPI] BERT Word Embeddings

chakin

Simple downloader for pre-trained word vectors

wefe

WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement and mitigation in Word Embeddings models. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!

wisse-sentence

A sentence embedding method based on weighted series

vecshare

Python library for sharing word embeddings

vectors-of-locally-aggregate-concepts

Tool for creating document features