Word Embedding Methods NLP Tools

Tools, implementations, and evaluations of word embedding algorithms and techniques (Word2Vec, GloVe, PPMI, etc.). Does NOT include embedding applications for downstream tasks, multimodal embeddings, or language model embeddings.

There are 58 word embedding methods tools tracked. 3 score above 50 (established tier). The highest-rated is avidale/compress-fasttext at 56/100 with 183 stars and 13,409 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	avidale/compress-fasttext Tools for shrinking fastText models (in gensim format)	56	Established	183	Jupyter Notebook
2	dselivanov/text2vec Fast vectorization, topic modeling, distances and GloVe word embeddings in R.	55	Established	870	R
3	vzhong/embeddings Fast, DB Backed pretrained word embeddings for natural language processing.	53	Established	224	Python
4	dccuchile/spanish-word-embeddings Spanish word embeddings computed with different methods and from different corpora	49	Emerging	364	—
5	ncbi-nlp/BioSentVec BioWordVec & BioSentVec: pre-trained embeddings for biomedical words and sentences	48	Emerging	611	Jupyter Notebook
6	ibrahimsharaf/doc2vec :notebook: Long(er) text representation and classification using Doc2Vec embeddings	46	Emerging	109	Python
7	iarroyof/sentence_embedding A sentence embedding method based on weighted series	35	Emerging	9	Python
8	rguthrie3/MorphologicalPriorsForWordEmbeddings Code for EMNLP 2016 paper: Morphological Priors for Probabilistic Word Embeddings	34	Emerging	53	Python
9	WorksApplications/chiVe Japanese word embedding with Sudachi and NWJC 🌿	34	Emerging	171	Python
10	awslabs/sagemaker-privacy-for-nlp A solution that helps apply a privacy preserving mechanism to NLP data,...	33	Emerging	18	Jupyter Notebook
11	CLARIN-PL/embeddings Embeddings: State-of-the-art Text Representations for Natural Language...	31	Emerging	37	Python
12	Kekkodf/pypantera A Python Package for NLP obfuscation using Differential Privacy	30	Emerging	29	Python
13	mkearney/wactor Word Factor Vectors	29	Experimental	32	R
14	thoppe/transorthogonal-linguistics Uses a distributed word representation to finds words along the hyperchord...	29	Experimental	102	Python
15	YuriyGuts/thrones2vec Using Word2Vec to explore semantic similarities between the entities of "A...	26	Experimental	25	Jupyter Notebook
16	DanilBaibak/Harry_Potter_vs_Word2Vec This is the example of analysing corpus of texts using Word2Vec	26	Experimental	6	Jupyter Notebook
17	amitvikramraj/Medical-Embeddings-and-Clinical-Trial-Search-Engine The Project aims to train SkipGram and FastText Models on COVID-19 Clinical...	25	Experimental	3	Jupyter Notebook
18	schoennenbeck/swem pytorch implementation of the simple word embedding model.	24	Experimental	3	Python
19	jeffrichardchemistry/WordFP A new way to encode words and similarity calculate	24	Experimental	3	Python
20	neuro-symbolic-ai/multi_relational_hyperbolic_word_embeddings Multi-Relational Hyperbolic Word Embeddings from Natural Language Definitions	23	Experimental	2	Python
21	anishLearnsToCode/word-embeddings Continuous Bag 💼 of Words Model to create Word embeddings for a word from a...	23	Experimental	2	Jupyter Notebook
22	seyedsaeidmasoumzadeh/Binary-Text-Classification-Doc2vec-SVM A Python implementation of a binary text classifier using Doc2Vec and SVM	22	Experimental	16	Python
23	Tuanpham1994/Word-embedding-and-prediction Word embedding and prediction	22	Experimental	1	—
24	shimo-lab/sembei :rice_cracker: 単語分割を経由しない単語埋め込み :rice_cracker:	21	Experimental	14	Jupyter Notebook
25	SigSegvSquad/WordLink-PharmaSearch A Natural Language Search Enabled for Pharmaceutical research data. We aim...	20	Experimental	6	Jupyter Notebook
26	digitalprk/north_korean_embeddings Word2Vec Word Vectors trained on a North Korean Corpus / 조선어 (북한어) 단어 임베딩	20	Experimental	13	—
27	viveksck/simplicity Code and Data for Simple Models for Word Formation in English Slang	20	Experimental	9	Jupyter Notebook
28	EQTPartners/pause 🍊 PAUSE (Positive and Annealed Unlabeled Sentence Embedding), accepted by...	20	Experimental	26	Python
29	Turkish-Word-Embeddings/Word-Embeddings-Repository-for-Turkish Code for "A Comprehensive Analysis of Static Word Embeddings for Turkish"....	20	Experimental	28	Jupyter Notebook
30	unixpickle/wordembed Word embeddings for natural language processing	19	Experimental	7	Go
31	vaskonov/burvec Word Embeddings for Low Resource Languages: The Case of Buryat	19	Experimental	10	Jupyter Notebook
32	ispras-texterra/word-embeddings-eval-hy Pre-trained fastText, word2vec, GloVe embeddings for the Armenian language...	19	Experimental	5	—
33	SigSegvSquad/WordLink In this project we try to establish a concrete mathematical relation between...	18	Experimental	5	Jupyter Notebook
34	brandonyph/Introduction-to-Word-Embedding-in-R This page serve as the repository for the script file I used in my...	16	Experimental	3	R
35	AsadiAhmad/Word-Embeding-CNN Word Embeding with CNN	16	Experimental	29	Jupyter Notebook
36	AsadiAhmad/Word-Embedding Word Embeding with Simple model, w2v, Simple RNN, LSTM	16	Experimental	28	Jupyter Notebook
37	federicoarenasl/Evaluating-w-Embeddings In this paper we compare and evaluate two simple embedding models which can...	16	Experimental	4	Jupyter Notebook
38	RonyAbecidan/PrivateWordEmbeddings Study of the paper "Differentially Private Representation for NLP"	15	Experimental	6	Jupyter Notebook
39	BlackKakapo/Icelandic-Word-Embedding Icelandic Word Embeddings. Here you can find pre-trained corpora of word...	15	Experimental	6	—
40	helboukkouri/embedding-visualization This is a project for visualizing word embeddings based on the work of...	15	Experimental	20	—
41	shubham0204/glove-android Power of GloVe word embeddings in Android	15	Experimental	15	Kotlin
42	shubham0204/glove.c Simple, cross-platform port of GloVe embeddings, written in C	15	Experimental	5	C
43	trongdang09/word-embeddings Application of Word Embeddings Model in Natural Language Processing	15	Experimental	1	Jupyter Notebook
44	akash18tripathi/Word-Embeddings This GitHub repository contains implementations of three popular word...	15	Experimental	2	Python
45	abdulsalam-bande/swifty This is a work to improve molecular docking speed. Normally docking a ligand...	15	Experimental	2	Python
46	alvations/vegetables Collection of Repackaged Word Embeddings	13	Experimental	7	—
47	LeonardoEmili/Word-in-Context Word-in-Context (WiC) as a binary classification task using static word...	12	Experimental	4	Jupyter Notebook
48	grusso98/sins_word_embeddings 7 sins diachronic analysis using CADE on W2V and GloVe embeddings	12	Experimental	—	Jupyter Notebook
49	Rajspeaks/Deep-Learning-Approach-to-Bengali-Text-Visualization-using-Word2Vec-Model This repository consists of Bengali Text-Visualization using Word2Vec Model....	12	Experimental	4	Jupyter Notebook
50	Ritika2001/Word-Embedding-Models-for-Subjectivity-Analysis An Empirical Evaluation of Word Embedding Models for Subjectivity Analysis Tasks	12	Experimental	3	Python
51	CodeBoyPhilo/VocabOverfit VocabOverfit: adopting the concept of embedding in memorising vocabularies	12	Experimental	3	Python
52	keivanipchihagh/simple-word-embedding A simple and custom word embedding algorithm	11	Experimental	2	Jupyter Notebook
53	jreades/ph-tutorial-code Code to accompany clustering and visualising documents with word embeddings tutorial.	11	Experimental	2	Jupyter Notebook
54	Adit-Mugdha-das/Operations-on-Word-Vectors---Debiasing Implementation of vector arithmetic on pre-trained word embeddings (GloVe)...	11	Experimental	—	—
55	CZboop/Word2Vec2SVG Python script creating SVG polygons from word2vec vectors, and React app to...	11	Experimental	—	Jupyter Notebook
56	GunjanDhanuka/word2vec_vis Semantic Word Embeddings Visualizer that has the option to train on your own...	10	Experimental	1	Jupyter Notebook
57	callforpapers-source/inter-word-embedding a non-neural network approach for word embedding	10	Experimental	1	Jupyter Notebook
58	lyraphix/pushingPikachu Pushing Pikachu is a project that uses a fine-tuned GloVe embedding to find...	10	Experimental	1	Python