Word Embedding Implementations Embedding Tools

Custom implementations and training of word embedding models (Word2Vec, binary embeddings, etc.) from scratch or on specific datasets. Does NOT include pretrained models, sentence embeddings, or downstream applications of embeddings.

There are 109 word embedding implementations tools tracked. 1 score above 70 (verified tier). The highest-rated is shibing624/text2vec at 73/100 with 4,950 stars and 1,922 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	shibing624/text2vec text2vec, text to vector....	73	Verified	4,950	Python
2	ddangelov/Top2Vec Top2Vec learns jointly embedded topic, document and word vectors.	65	Established	3,109	Python
3	predict-idlab/pyRDF2Vec 🐍 Python Implementation and Extension of RDF2Vec	58	Established	267	Python
4	IntuitionEngineeringTeam/chars2vec Character-based word embeddings model based on RNN for handling real world texts	56	Established	174	Python
5	IITH-Compilers/IR2Vec Implementation of IR2Vec, LLVM IR Based Scalable Program Embeddings	56	Established	101	LLVM
6	stephantul/reach Load embeddings and featurize your sentences.	56	Established	31	Python
7	natasha/navec Compact high quality word embeddings for Russian language	51	Established	216	Python
8	dalinvip/cw2vec cw2vec: Learning Chinese Word Embeddings with Stroke n-gram Information	49	Emerging	274	C++
9	jaanli/food2vec :hamburger:	48	Emerging	224	Jupyter Notebook
10	pnpnpn/dna2vec dna2vec: Consistent vector representations of variable-length k-mers	48	Emerging	192	Python
11	tca19/dict2vec Dict2vec is a framework to learn word embeddings using lexical dictionaries.	46	Emerging	115	Python
12	lgalke/vec4ir Word Embeddings for Information Retrieval	46	Emerging	226	Python
13	oborchers/Fast_Sentence_Embeddings Compute Sentence Embeddings Fast!	46	Emerging	625	Jupyter Notebook
14	bnosac/doc2vec Distributed Representations of Sentences and Documents	45	Emerging	51	C++
15	persiyanov/skip-thought-tf An implementation of skip-thought vectors in Tensorflow	45	Emerging	74	Python
16	wikipedia2vec/wikipedia2vec A tool for learning vector representations of words and entities from Wikipedia	45	Emerging	964	Python
17	brannondorsey/GloVe-experiments GloVe word vector embedding experiments (similar to Word2Vec)	43	Emerging	67	Python
18	neuml/staticvectors 🔢 Work with static vector models	43	Emerging	37	Python
19	clips/dutchembeddings Repository for the word embeddings experiments described in "Evaluating...	41	Emerging	84	Python
20	fnielsen/wembedder Wikidata embedding	41	Emerging	51	Python
21	CyberZHG/keras-word-char-embd Concatenate word and character embeddings in Keras	41	Emerging	45	Python
22	jaredwinick/img2vec-keras Image to dense vector embedding. Clone of...	41	Emerging	37	Python
23	pommedeterresautee/fastrtext R wrapper for fastText	40	Emerging	102	C++
24	ThoughtRiver/lmdb-embeddings Fast word vectors with little memory usage in Python	40	Emerging	416	Python
25	bnosac/word2vec Distributed Representations of Words using word2vec	39	Emerging	72	C++
26	vecto-ai/vecto Doing things with embeddings	39	Emerging	66	Python
27	md-mq/philo2vec An implementation of word2vec applied to [stanford philosophy...	39	Emerging	36	Python
28	dwslab/jRDF2Vec A high-performance Java Implementation of RDF2Vec	39	Emerging	48	Java
29	midi-ld/midi2vec MIDI2vec computes embeddings for representing MIDI data in vector space	38	Emerging	35	Jupyter Notebook
30	joisino/wordtour Code for "Word Tour: One-dimensional Word Embeddings via the Traveling...	38	Emerging	111	Python
31	sismetanin/word2vec-tsne Google News and Leo Tolstoy: Visualizing Word2Vec Word Embeddings using t-SNE.	37	Emerging	78	Jupyter Notebook
32	FraLotito/pytorch-continuous-bag-of-words The Continuous Bag-of-Words model (CBOW) is frequently used in NLP deep...	37	Emerging	87	Python
33	aihpi/workshop-nlp-embeddings Code for the KISZ-BB Workshop series "Working with embeddings"	34	Emerging	17	HTML
34	cmasch/word-embeddings-from-scratch Creating word embeddings from scratch and visualize them on TensorBoard....	34	Emerging	36	Jupyter Notebook
35	arsena-k/Word2Vec-bias-extraction How are words loaded with meaning? Repository accompanying research by...	34	Emerging	42	Jupyter Notebook
36	zhaojishun/GenderBiasPapers Must-read Papers on Gender Bias.	33	Emerging	41	—
37	Santosh-Gupta/Research2Vec Representing research papers as vectors / latent representations.	32	Emerging	198	Jupyter Notebook
38	maxent-ai/lda2vec Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec from this...	32	Emerging	30	Jupyter Notebook
39	MirunaPislar/emoji2vec Train emoji embeddings based on emoji descriptions.	31	Emerging	18	Python
40	franciszekparma/Word2Vec From-scratch Word2Vec (skip-gram with negative sampling) fully implemented in PyTorch	30	Emerging	3	Python
41	PlanTL-GOB-ES/Biomedical-Word-Embeddings-for-Spanish Biomedical Word embeddings generated from Spanish Biomedical corpora.	29	Experimental	10	—
42	hassyGo/charNgram2vec Pre-training character n-gram embeddings	29	Experimental	23	C++
43	zgornel/Glowe.jl Julia interface to GloVe	28	Experimental	5	Julia
44	stevend94/Feature2Vec Code used in the paper, Feature2Vec: Distributional semantic modelling of...	28	Experimental	9	Python
45	ChristophAlt/pytorch-starspace PyTorch implementation of StarSpace as described in "StarSpace: Embed All...	28	Experimental	52	Python
46	Rj7/Unsupervised-morphology-induction-word2vec Implementation of Unsupervised Morphology Induction Using Word Embeddings	27	Experimental	5	Jupyter Notebook
47	warchildmd/game2vec TensorFlow implementation of word2vec applied on...	27	Experimental	72	Jupyter Notebook
48	NURx2/pycode2vec The tool for getting embeddings of Python 3 code chunks	26	Experimental	5	Python
49	noobiegz/cw2vec Implementation of the cw2vec model	26	Experimental	29	Python
50	zgornel/ConceptnetNumberbatch.jl Julia API for ConceptNetNumberbatch	26	Experimental	6	Julia
51	roopalgarg/brand_embedding Generate word embeddings for commercial brand names to study similarity between them.	25	Experimental	3	Python
52	marmarelis/QDiffusion.jl Leveraging the full dimensionality of single-cell transcriptomics (among...	25	Experimental	5	Julia
53	brannondorsey/ChessEmbeddings GloVe vector embeddings of chess moves	25	Experimental	5	Jupyter Notebook
54	Abhinavexists/Vectorlake Trying to build embedding from Scratch	24	Experimental	2	Python
55	Rajspeaks/Deep-Learning-Approach-to-Bengali-Word-Embedding-using-BengaliWord2Vec-from-BNLP Bengali word embedding using BengaliWord2Vec from BNLP. A mini project under...	24	Experimental	4	Jupyter Notebook
56	ninalx/table2vec-lideng Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval	24	Experimental	24	Python
57	zgornel/EmbeddingsAnalysis.jl A package for embeddings processing	24	Experimental	4	Julia
58	danielcieslinski/curve2vec Python package for generating vector embeddings of curves	23	Experimental	2	Python
59	sshh12/Voice-Vector A one-shot siamese approach to generating voice embeddings.	23	Experimental	2	Python
60	dr-irani/Quantifying-Bias-Contextualized-Embeddings Semester project for Machine Learning: Deep Learning, Spring 2020	23	Experimental	2	Jupyter Notebook
61	Kirili4ik/code2vec code2vec for Python 3 made for NL2ML project	23	Experimental	19	Python
62	chanind/word2vec-gender-bias-explorer A tool to show gender bias in words based on NLP word embeddings from Google News	23	Experimental	12	TypeScript
63	w-zm/python-sentence2vec This tool provides some implementations of sentence to vector. (sentence2vec)	23	Experimental	6	Python
64	eifuentes/skipgrammar A framework for representing sequences as embeddings.	22	Experimental	1	Python
65	CharlesGaydon/Dater-to-Vec Collaborative filtering in dating. A NLP-based user embedding approach...	22	Experimental	24	Jupyter Notebook
66	jolivaresc/fastText-vecmap bilingual word embeddings mapping using fastText	22	Experimental	1	C++
67	MahmoudAbdelRahman/build2Vec Building representation in the vector space	22	Experimental	9	Python
68	BotCenter/spanishWordEmbeddings Spanish Word Embeddings computed from large corpora and different sizes...	22	Experimental	9	—
69	brangerbriz/midi-glove Create MIDI note vector embeddings using GloVe (Global Vectors for Word...	21	Experimental	22	Jupyter Notebook
70	ccmaymay/word2vec word2vec, commented	21	Experimental	8	C
71	ksalama/data2cooc2emb2ann Learning embeddings from item co-occurrence statistics, and building an...	21	Experimental	8	Jupyter Notebook
72	MartinoMensio/it_vectors_wiki_spacy Word embeddings for Italian language, spacy2 prebuilt model	21	Experimental	8	Python
73	cr0wley-zz/Embeddings A study on the ingenious concept of word2vec. The repository contains a...	20	Experimental	7	Jupyter Notebook
74	chr1sbest/word2vec_explorer Interactive REPL for exploring word2vec word embeddings - demonstrates the...	19	Experimental	—	Python
75	SmartData-Polito/darkvec This repo contains the codes and the notebooks used for the paper "DarkVec:...	17	Experimental	13	Jupyter Notebook
76	YannDubs/RAW-Embedings Novel word embeddings based on a simple and intuitive rolling average. Still...	17	Experimental	5	Jupyter Notebook
77	rosasalberto/image2vec Building applications on top of Image Embeddings. Recommendation Engine,...	16	Experimental	3	Python
78	Ashly1991/word2vec-tf2 Word2Vec Skipgram with negative sampling in TensorFlow 2. Self-supervised...	15	Experimental	—	Jupyter Notebook
79	LoicGrobol/fasttextlt A pure Python FastText interface, to ensure that FastText model stay usable...	15	Experimental	—	Python
80	srijansood/debias-word-embeddings Tackling Gender and Race bias in Word Embeddings	15	Experimental	2	Jupyter Notebook
81	menon92/Bangla-Word2Vec Bangla word2vec using skipgram approach	15	Experimental	16	Jupyter Notebook
82	vsoch/wikipedia-equations word2vec embeddings for statistics and math equations from Wikipedia	15	Experimental	2	Jupyter Notebook
83	worldbeater/code-vecs Code for the methods and algorithms described in the paper "Analysis of...	15	Experimental	5	Jupyter Notebook
84	acd17sk/Word2vec-CBOW-Negative-Sampling This project provides a pure NumPy implementation of the Word2vec Continuous...	14	Experimental	—	Jupyter Notebook
85	mahb97/Wake2vec Controlled style shift to Joyce via embedding surgery and Wake lexicon	14	Experimental	—	Python
86	danaugrs/binary-word-embeddings Generates binary word embeddings by analyzing Wikipedia	14	Experimental	10	Python
87	mayankkejriwal/Geonames-embeddings Embeddings for all geonames populated locations with population greater than 0	14	Experimental	13	—
88	dkaslovsky/Not-Word2Vec This is not word2vec	14	Experimental	1	Python
89	hammi03/word2vec-numpy Skip-gram Word2Vec with Negative Sampling in pure NumPy, trained on text8	14	Experimental	—	Python
90	undeluro/word2vec Implementation of the core word2vec training loop in pure numpy.	14	Experimental	—	Jupyter Notebook
91	ben300694/word-embeddings Repository for the seminar "Word Embedding Spaces", Master CS and Master AI...	13	Experimental	—	HTML
92	mantzaris/TextSpace.jl A Julia package for text embeddings and related NLP transformations	13	Experimental	—	Julia
93	nocotan/skipgram_cpp Skipgram with Hierarchical Softmax	13	Experimental	6	C++
94	nadinejackson1/word-embeddings-visualization Visualizing word embeddings generated by GloVe and Word2Vec models using the...	13	Experimental	6	Jupyter Notebook
95	maxi-w/image-vectors Embed images easily	13	Experimental	6	Python
96	boyanangelov/species2vec Species vector representations	12	Experimental	4	Jupyter Notebook
97	BotCenter/spanish-sent2vec Spanish Sentence Embeddings computed from large corpora using sent2vec.	12	Experimental	4	—
98	CentreForDigitalHumanities/Word2VecElastic Collect sentences from ElasticSearch, preprocess and train diachronic Word2Vec models	12	Experimental	1	Python
99	Hellisotherpeople/debate2vec Word-vectors created from a large corpus of competative debate evidence	12	Experimental	4	Python
100	AnasMohammad4321/Word2Vec-Pytorch Implementation of Word2Vec for learning word embeddings using the Amazon...	11	Experimental	2	kvlang
101	rtlee9/state-of-the-union Paragraph vector analysis of state of the union addresses	11	Experimental	—	Python
102	nisaharan/vector-embeddings-workshop-vavuniya Intro to word embeddings & semantic search – workshop at University of Vavuniya	11	Experimental	—	Jupyter Notebook
103	vamsivallepu/Telugu-W2V Word-2-Vec embeddings trained on Telugu text corpus	11	Experimental	—	Jupyter Notebook
104	Koziev/word_embedders Character-level autoencoder models for words	11	Experimental	2	Python
105	remeinium/Uganna_Siyabasa A FastText Embedding model trained on Sinhala language.	11	Experimental	—	Jupyter Notebook
106	AaruranLog/Analogies Analogy solver using Google's pretrained word vectors	10	Experimental	1	Jupyter Notebook
107	Marwolaeth/EmbeddingsTools.jl Extra tools for working with word embeddings, such as those in...	10	Experimental	1	Julia
108	gumblex/lmtvec Low Memory Text Vector	10	Experimental	1	Python
109	japgarrido/Word2Vec-Embedding-Analysis This project focuses on implementing and analyzing word embeddings using the...	10	Experimental	1	Python

Comparisons in this category

text2vec and Top2Vec (73 vs 65) text2vec and doc2vec (73 vs 45)