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 127 word embedding implementations tools tracked. 6 score above 50 (established tier). The highest-rated is shibing624/text2vec at 65/100 with 4,950 stars.

Get all 127 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=word-embedding-implementations&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	shibing624/text2vec text2vec, text to vector....	65	Established	4,950	Python
2	predict-idlab/pyRDF2Vec 🐍 Python Implementation and Extension of RDF2Vec	58	Established	267	Python
3	IntuitionEngineeringTeam/chars2vec Character-based word embeddings model based on RNN for handling real world texts	56	Established	174	Python
4	IITH-Compilers/IR2Vec Implementation of IR2Vec, LLVM IR Based Scalable Program Embeddings	56	Established	101	LLVM
5	ddangelov/Top2Vec Top2Vec learns jointly embedded topic, document and word vectors.	56	Established	3,109	Python
6	natasha/navec Compact high quality word embeddings for Russian language	51	Established	216	Python
7	dalinvip/cw2vec cw2vec: Learning Chinese Word Embeddings with Stroke n-gram Information	49	Emerging	274	C++
8	stephantul/reach Load embeddings and featurize your sentences.	48	Emerging	31	Python
9	pnpnpn/dna2vec dna2vec: Consistent vector representations of variable-length k-mers	48	Emerging	192	Python
10	jaanli/food2vec :hamburger:	48	Emerging	224	Jupyter Notebook
11	oborchers/Fast_Sentence_Embeddings Compute Sentence Embeddings Fast!	46	Emerging	625	Jupyter Notebook
12	tca19/dict2vec Dict2vec is a framework to learn word embeddings using lexical dictionaries.	46	Emerging	115	Python
13	lgalke/vec4ir Word Embeddings for Information Retrieval	46	Emerging	226	Python
14	persiyanov/skip-thought-tf An implementation of skip-thought vectors in Tensorflow	45	Emerging	74	Python
15	wikipedia2vec/wikipedia2vec A tool for learning vector representations of words and entities from Wikipedia	45	Emerging	964	Python
16	bnosac/doc2vec Distributed Representations of Sentences and Documents	45	Emerging	51	C++
17	brannondorsey/GloVe-experiments GloVe word vector embedding experiments (similar to Word2Vec)	43	Emerging	67	Python
18	CyberZHG/keras-word-char-embd Concatenate word and character embeddings in Keras	41	Emerging	45	Python
19	aihpi/workshop-nlp-embeddings Code for the KISZ-BB Workshop series "Working with embeddings"	41	Emerging	17	HTML
20	clips/dutchembeddings Repository for the word embeddings experiments described in "Evaluating...	41	Emerging	84	Python
21	fnielsen/wembedder Wikidata embedding	41	Emerging	51	Python
22	jaredwinick/img2vec-keras Image to dense vector embedding. Clone of...	41	Emerging	37	Python
23	ThoughtRiver/lmdb-embeddings Fast word vectors with little memory usage in Python	40	Emerging	416	Python
24	pommedeterresautee/fastrtext R wrapper for fastText	40	Emerging	102	C++
25	bnosac/word2vec Distributed Representations of Words using word2vec	39	Emerging	72	C++
26	dwslab/jRDF2Vec A high-performance Java Implementation of RDF2Vec	39	Emerging	48	Java
27	md-mq/philo2vec An implementation of word2vec applied to [stanford philosophy...	39	Emerging	36	Python
28	vecto-ai/vecto Doing things with embeddings	39	Emerging	66	Python
29	joisino/wordtour Code for "Word Tour: One-dimensional Word Embeddings via the Traveling...	38	Emerging	111	Python
30	MirunaPislar/emoji2vec Train emoji embeddings based on emoji descriptions.	38	Emerging	18	Python
31	midi-ld/midi2vec MIDI2vec computes embeddings for representing MIDI data in vector space	38	Emerging	35	Jupyter Notebook
32	sismetanin/word2vec-tsne Google News and Leo Tolstoy: Visualizing Word2Vec Word Embeddings using t-SNE.	37	Emerging	78	Jupyter Notebook
33	FraLotito/pytorch-continuous-bag-of-words The Continuous Bag-of-Words model (CBOW) is frequently used in NLP deep...	37	Emerging	87	Python
34	neuml/staticvectors 🔢 Work with static vector models	36	Emerging	37	Python
35	hassyGo/charNgram2vec Pre-training character n-gram embeddings	36	Emerging	23	C++
36	PlanTL-GOB-ES/Biomedical-Word-Embeddings-for-Spanish Biomedical Word embeddings generated from Spanish Biomedical corpora.	36	Emerging	10	—
37	stevend94/Feature2Vec Code used in the paper, Feature2Vec: Distributional semantic modelling of...	35	Emerging	9	Python
38	zgornel/Glowe.jl Julia interface to GloVe	35	Emerging	5	Julia
39	Rj7/Unsupervised-morphology-induction-word2vec Implementation of Unsupervised Morphology Induction Using Word Embeddings	34	Emerging	5	Jupyter Notebook
40	arsena-k/Word2Vec-bias-extraction How are words loaded with meaning? Repository accompanying research by...	34	Emerging	42	Jupyter Notebook
41	cmasch/word-embeddings-from-scratch Creating word embeddings from scratch and visualize them on TensorBoard....	34	Emerging	36	Jupyter Notebook
42	franciszekparma/Word2Vec From-scratch Word2Vec (skip-gram with negative sampling) fully implemented in PyTorch	34	Emerging	3	Python
43	zgornel/ConceptnetNumberbatch.jl Julia API for ConceptNetNumberbatch	33	Emerging	6	Julia
44	noobiegz/cw2vec Implementation of the cw2vec model	33	Emerging	29	Python
45	zhaojishun/GenderBiasPapers Must-read Papers on Gender Bias.	33	Emerging	41	—
46	NURx2/pycode2vec The tool for getting embeddings of Python 3 code chunks	33	Emerging	5	Python
47	marmarelis/QDiffusion.jl Leveraging the full dimensionality of single-cell transcriptomics (among...	32	Emerging	5	Julia
48	maxent-ai/lda2vec Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec from this...	32	Emerging	30	Jupyter Notebook
49	brannondorsey/ChessEmbeddings GloVe vector embeddings of chess moves	32	Emerging	5	Jupyter Notebook
50	roopalgarg/brand_embedding Generate word embeddings for commercial brand names to study similarity between them.	32	Emerging	3	Python
51	Santosh-Gupta/Research2Vec Representing research papers as vectors / latent representations.	32	Emerging	198	Jupyter Notebook
52	ninalx/table2vec-lideng Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval	31	Emerging	24	Python
53	zgornel/EmbeddingsAnalysis.jl A package for embeddings processing	31	Emerging	4	Julia
54	Rajspeaks/Deep-Learning-Approach-to-Bengali-Word-Embedding-using-BengaliWord2Vec-from-BNLP Bengali word embedding using BengaliWord2Vec from BNLP. A mini project under...	31	Emerging	4	Jupyter Notebook
55	Kirili4ik/code2vec code2vec for Python 3 made for NL2ML project	30	Emerging	19	Python
56	chanind/word2vec-gender-bias-explorer A tool to show gender bias in words based on NLP word embeddings from Google News	30	Emerging	12	TypeScript
57	w-zm/python-sentence2vec This tool provides some implementations of sentence to vector. (sentence2vec)	30	Emerging	6	Python
58	dr-irani/Quantifying-Bias-Contextualized-Embeddings Semester project for Machine Learning: Deep Learning, Spring 2020	30	Emerging	2	Jupyter Notebook
59	sshh12/Voice-Vector A one-shot siamese approach to generating voice embeddings.	30	Emerging	2	Python
60	MahmoudAbdelRahman/build2Vec Building representation in the vector space	29	Experimental	9	Python
61	BotCenter/spanishWordEmbeddings Spanish Word Embeddings computed from large corpora and different sizes...	29	Experimental	9	—
62	CharlesGaydon/Dater-to-Vec Collaborative filtering in dating. A NLP-based user embedding approach...	29	Experimental	24	Jupyter Notebook
63	jolivaresc/fastText-vecmap bilingual word embeddings mapping using fastText	29	Experimental	1	C++
64	brangerbriz/midi-glove Create MIDI note vector embeddings using GloVe (Global Vectors for Word...	28	Experimental	22	Jupyter Notebook
65	ksalama/data2cooc2emb2ann Learning embeddings from item co-occurrence statistics, and building an...	28	Experimental	8	Jupyter Notebook
66	ChristophAlt/pytorch-starspace PyTorch implementation of StarSpace as described in "StarSpace: Embed All...	28	Experimental	52	Python
67	ccmaymay/word2vec word2vec, commented	28	Experimental	8	C
68	MartinoMensio/it_vectors_wiki_spacy Word embeddings for Italian language, spacy2 prebuilt model	28	Experimental	8	Python
69	warchildmd/game2vec TensorFlow implementation of word2vec applied on...	27	Experimental	72	Jupyter Notebook
70	danielcieslinski/curve2vec Python package for generating vector embeddings of curves	27	Experimental	2	Python
71	cr0wley-zz/Embeddings A study on the ingenious concept of word2vec. The repository contains a...	27	Experimental	7	Jupyter Notebook
72	Abhinavexists/Vectorlake Trying to build embedding from Scratch	26	Experimental	2	Python
73	eifuentes/skipgrammar A framework for representing sequences as embeddings.	26	Experimental	1	Python
74	YannDubs/RAW-Embedings Novel word embeddings based on a simple and intuitive rolling average. Still...	24	Experimental	5	Jupyter Notebook
75	SmartData-Polito/darkvec This repo contains the codes and the notebooks used for the paper "DarkVec:...	24	Experimental	13	Jupyter Notebook
76	rosasalberto/image2vec Building applications on top of Image Embeddings. Recommendation Engine,...	23	Experimental	3	Python
77	menon92/Bangla-Word2Vec Bangla word2vec using skipgram approach	22	Experimental	16	Jupyter Notebook
78	worldbeater/code-vecs Code for the methods and algorithms described in the paper "Analysis of...	22	Experimental	5	Jupyter Notebook
79	vsoch/wikipedia-equations word2vec embeddings for statistics and math equations from Wikipedia	22	Experimental	2	Jupyter Notebook
80	srijansood/debias-word-embeddings Tackling Gender and Race bias in Word Embeddings	22	Experimental	2	Jupyter Notebook
81	danaugrs/binary-word-embeddings Generates binary word embeddings by analyzing Wikipedia	21	Experimental	10	Python
82	mayankkejriwal/Geonames-embeddings Embeddings for all geonames populated locations with population greater than 0	21	Experimental	13	—
83	chr1sbest/word2vec_explorer Interactive REPL for exploring word2vec word embeddings - demonstrates the...	21	Experimental	—	Python
84	dkaslovsky/Not-Word2Vec This is not word2vec	21	Experimental	1	Python
85	nadinejackson1/word-embeddings-visualization Visualizing word embeddings generated by GloVe and Word2Vec models using the...	20	Experimental	6	Jupyter Notebook
86	nocotan/skipgram_cpp Skipgram with Hierarchical Softmax	20	Experimental	6	C++
87	maxi-w/image-vectors Embed images easily	20	Experimental	6	Python
88	Hellisotherpeople/debate2vec Word-vectors created from a large corpus of competative debate evidence	19	Experimental	4	Python
89	CentreForDigitalHumanities/Word2VecElastic Collect sentences from ElasticSearch, preprocess and train diachronic Word2Vec models	19	Experimental	1	Python
90	boyanangelov/species2vec Species vector representations	19	Experimental	4	Jupyter Notebook
91	BotCenter/spanish-sent2vec Spanish Sentence Embeddings computed from large corpora using sent2vec.	19	Experimental	4	—
92	AnasMohammad4321/Word2Vec-Pytorch Implementation of Word2Vec for learning word embeddings using the Amazon...	18	Experimental	2	kvlang
93	Koziev/word_embedders Character-level autoencoder models for words	18	Experimental	2	Python
94	AaruranLog/Analogies Analogy solver using Google's pretrained word vectors	17	Experimental	1	Jupyter Notebook
95	gumblex/lmtvec Low Memory Text Vector	17	Experimental	1	Python
96	LoicGrobol/fasttextlt A pure Python FastText interface, to ensure that FastText model stay usable...	17	Experimental	—	Python
97	Marwolaeth/EmbeddingsTools.jl Extra tools for working with word embeddings, such as those in...	17	Experimental	1	Julia
98	japgarrido/Word2Vec-Embedding-Analysis This project focuses on implementing and analyzing word embeddings using the...	17	Experimental	1	Python
99	mantzaris/TextSpace.jl A Julia package for text embeddings and related NLP transformations	15	Experimental	—	Julia
100	ben300694/word-embeddings Repository for the seminar "Word Embedding Spaces", Master CS and Master AI...	15	Experimental	—	HTML
101	hammi03/word2vec-numpy Skip-gram Word2Vec with Negative Sampling in pure NumPy, trained on text8	14	Experimental	—	Python
102	undeluro/word2vec Implementation of the core word2vec training loop in pure numpy.	14	Experimental	—	Jupyter Notebook
103	nisaharan/vector-embeddings-workshop-vavuniya Intro to word embeddings & semantic search – workshop at University of Vavuniya	13	Experimental	—	Jupyter Notebook
104	mahb97/Wake2vec Controlled style shift to Joyce via embedding surgery and Wake lexicon	13	Experimental	—	Python
105	acd17sk/Word2vec-CBOW-Negative-Sampling This project provides a pure NumPy implementation of the Word2vec Continuous...	13	Experimental	—	Jupyter Notebook
106	remeinium/Uganna_Siyabasa A FastText Embedding model trained on Sinhala language.	13	Experimental	—	Jupyter Notebook
107	lapis-zero09/compare_word_embedding 意味表現学習	13	Experimental	9	Jupyter Notebook
108	danjohnvelasco/Filipino-Word-Embeddings This repository contains download links to pretrained static word embeddings...	13	Experimental	9	Jupyter Notebook
109	vamsivallepu/Telugu-W2V Word-2-Vec embeddings trained on Telugu text corpus	13	Experimental	—	Jupyter Notebook
110	Ashly1991/word2vec-tf2 Word2Vec Skipgram with negative sampling in TensorFlow 2. Self-supervised...	13	Experimental	—	Jupyter Notebook
111	rtlee9/state-of-the-union Paragraph vector analysis of state of the union addresses	13	Experimental	—	Python
112	rtadijar/wiki2vec A Wikipedia Article Embedding	11	Experimental	—	Python
113	diixo/fasttextCC fastText v0.9.3 (C++ port)	11	Experimental	4	C++
114	claudiu1989/Synonyms-detection Experiments with word2vec embeddings for synonyms detection, for the...	11	Experimental	—	Python
115	varunvasudeva1/wiki-kb A tool to easily create Wikipedia-based embedding-ready knowledge bases for...	11	Experimental	—	Python
116	claudiu1989/Words-embeddings-for-Romanian-language Code for generating word2vec embeddings for the Romanian language, and some...	11	Experimental	—	Python
117	AlexisTercero55/word2vec_TMB Word2Vec C model by Tomas Mikolov from svn Google's repo.	11	Experimental	—	C
118	ManasBarman229/Assamese-GloVe-Embedding-Model Assamese GloVe Embedding Model: Pre-trained models generated from a large...	11	Experimental	—	—
119	sindre0830/Word-Vectors This repository implements different architectures for training word embeddings.	11	Experimental	—	Python
120	arsena-k/Exploring_WordEmbeddings Intro to Word Embeddings and Applications	10	Experimental	2	Jupyter Notebook
121	hi-primus/doc2use A library to generate embeddings for Javascript and Python code, so you can...	10	Experimental	2	Jupyter Notebook
122	FranzDiebold/embeddings-talk Embeddings Talk "The Wonderful World of Embeddings"	10	Experimental	2	Jupyter Notebook
123	iafarhan/skipgram-word2vec Iteration based method to learn Word Vectors. Word2vec is a method whose...	10	Experimental	2	Jupyter Notebook
124	EsterHlav/Contextualized-Word-Vectors-CoVe-Learned-in-Translation CoVe embedding training from-scratch using biLSTM with attention with...	10	Experimental	2	Jupyter Notebook
125	nphdang/Trans2Vec Learning embeddings for transactions via frequent itemsets, Word2Vec, and Doc2Vec	10	Experimental	2	Python
126	aditeyabaral/word2vec-c Finding Distributed Representations of Words using C - Implementation of...	10	Experimental	2	C
127	ArevikKH/Armenian-Word2Vec Train a custom Word2Vec model on Armenian news articles using the...	10	Experimental	1	Jupyter Notebook