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 59 word embedding methods tools tracked. 2 score above 50 (established tier). The highest-rated is dselivanov/text2vec at 55/100 with 870 stars.

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#	Tool	Score	Tier	Stars	Language
1	dselivanov/text2vec Fast vectorization, topic modeling, distances and GloVe word embeddings in R.	55	Established	870	R
2	vzhong/embeddings Fast, DB Backed pretrained word embeddings for natural language processing.	53	Established	224	Python
3	dccuchile/spanish-word-embeddings Spanish word embeddings computed with different methods and from different corpora	49	Emerging	364	—
4	ncbi-nlp/BioSentVec BioWordVec & BioSentVec: pre-trained embeddings for biomedical words and sentences	48	Emerging	611	Jupyter Notebook
5	ibrahimsharaf/doc2vec :notebook: Long(er) text representation and classification using Doc2Vec embeddings	46	Emerging	109	Python
6	avidale/compress-fasttext Tools for shrinking fastText models (in gensim format)	46	Emerging	183	Jupyter Notebook
7	iarroyof/sentence_embedding A sentence embedding method based on weighted series	42	Emerging	9	Python
8	awslabs/sagemaker-privacy-for-nlp A solution that helps apply a privacy preserving mechanism to NLP data,...	40	Emerging	18	Jupyter Notebook
9	Kekkodf/pypantera A Python Package for NLP obfuscation using Differential Privacy	34	Emerging	29	Python
10	rguthrie3/MorphologicalPriorsForWordEmbeddings Code for EMNLP 2016 paper: Morphological Priors for Probabilistic Word Embeddings	34	Emerging	53	Python
11	WorksApplications/chiVe Japanese word embedding with Sudachi and NWJC 🌿	34	Emerging	171	Python
12	YuriyGuts/thrones2vec Using Word2Vec to explore semantic similarities between the entities of "A...	33	Emerging	25	Jupyter Notebook
13	DanilBaibak/Harry_Potter_vs_Word2Vec This is the example of analysing corpus of texts using Word2Vec	33	Emerging	6	Jupyter Notebook
14	amitvikramraj/Medical-Embeddings-and-Clinical-Trial-Search-Engine The Project aims to train SkipGram and FastText Models on COVID-19 Clinical...	32	Emerging	3	Jupyter Notebook
15	schoennenbeck/swem pytorch implementation of the simple word embedding model.	31	Emerging	3	Python
16	CLARIN-PL/embeddings Embeddings: State-of-the-art Text Representations for Natural Language...	31	Emerging	37	Python
17	jeffrichardchemistry/WordFP A new way to encode words and similarity calculate	31	Emerging	3	Python
18	mkearney/wactor Word Factor Vectors	29	Experimental	32	R
19	Tuanpham1994/Word-embedding-and-prediction Word embedding and prediction	29	Experimental	1	—
20	seyedsaeidmasoumzadeh/Binary-Text-Classification-Doc2vec-SVM A Python implementation of a binary text classifier using Doc2Vec and SVM	29	Experimental	16	Python
21	thoppe/transorthogonal-linguistics Uses a distributed word representation to finds words along the hyperchord...	29	Experimental	102	Python
22	shimo-lab/sembei :rice_cracker: 単語分割を経由しない単語埋め込み :rice_cracker:	28	Experimental	14	Jupyter Notebook
23	SigSegvSquad/WordLink-PharmaSearch A Natural Language Search Enabled for Pharmaceutical research data. We aim...	27	Experimental	6	Jupyter Notebook
24	Turkish-Word-Embeddings/Word-Embeddings-Repository-for-Turkish Code for "A Comprehensive Analysis of Static Word Embeddings for Turkish"....	27	Experimental	28	Jupyter Notebook
25	viveksck/simplicity Code and Data for Simple Models for Word Formation in English Slang	27	Experimental	9	Jupyter Notebook
26	EQTPartners/pause 🍊 PAUSE (Positive and Annealed Unlabeled Sentence Embedding), accepted by...	27	Experimental	26	Python
27	digitalprk/north_korean_embeddings Word2Vec Word Vectors trained on a North Korean Corpus / 조선어 (북한어) 단어 임베딩	27	Experimental	13	—
28	ispras-texterra/word-embeddings-eval-hy Pre-trained fastText, word2vec, GloVe embeddings for the Armenian language...	26	Experimental	5	—
29	vaskonov/burvec Word Embeddings for Low Resource Languages: The Case of Buryat	26	Experimental	10	Jupyter Notebook
30	unixpickle/wordembed Word embeddings for natural language processing	26	Experimental	7	Go
31	SigSegvSquad/WordLink In this project we try to establish a concrete mathematical relation between...	25	Experimental	5	Jupyter Notebook
32	AsadiAhmad/Word-Embedding Word Embeding with Simple model, w2v, Simple RNN, LSTM	23	Experimental	28	Jupyter Notebook
33	AsadiAhmad/Word-Embeding-CNN Word Embeding with CNN	23	Experimental	29	Jupyter Notebook
34	brandonyph/Introduction-to-Word-Embedding-in-R This page serve as the repository for the script file I used in my...	23	Experimental	3	R
35	helboukkouri/embedding-visualization This is a project for visualizing word embeddings based on the work of...	22	Experimental	20	—
36	shubham0204/glove-android Power of GloVe word embeddings in Android	22	Experimental	15	Kotlin
37	akash18tripathi/Word-Embeddings This GitHub repository contains implementations of three popular word...	22	Experimental	2	Python
38	abdulsalam-bande/swifty This is a work to improve molecular docking speed. Normally docking a ligand...	22	Experimental	2	Python
39	RonyAbecidan/PrivateWordEmbeddings Study of the paper "Differentially Private Representation for NLP"	22	Experimental	6	Jupyter Notebook
40	alvations/vegetables Collection of Repackaged Word Embeddings	20	Experimental	7	—
41	Rajspeaks/Deep-Learning-Approach-to-Bengali-Text-Visualization-using-Word2Vec-Model This repository consists of Bengali Text-Visualization using Word2Vec Model....	19	Experimental	4	Jupyter Notebook
42	CodeBoyPhilo/VocabOverfit VocabOverfit: adopting the concept of embedding in memorising vocabularies	19	Experimental	3	Python
43	Ritika2001/Word-Embedding-Models-for-Subjectivity-Analysis An Empirical Evaluation of Word Embedding Models for Subjectivity Analysis Tasks	19	Experimental	3	Python
44	LeonardoEmili/Word-in-Context Word-in-Context (WiC) as a binary classification task using static word...	19	Experimental	4	Jupyter Notebook
45	trongdang09/word-embeddings Application of Word Embeddings Model in Natural Language Processing	18	Experimental	1	Jupyter Notebook
46	jreades/ph-tutorial-code Code to accompany clustering and visualising documents with word embeddings tutorial.	18	Experimental	2	Jupyter Notebook
47	keivanipchihagh/simple-word-embedding A simple and custom word embedding algorithm	18	Experimental	2	Jupyter Notebook
48	GunjanDhanuka/word2vec_vis Semantic Word Embeddings Visualizer that has the option to train on your own...	17	Experimental	1	Jupyter Notebook
49	pikachumark/pushingPikachu Pushing Pikachu is a project that uses a fine-tuned GloVe embedding to find...	17	Experimental	1	Python
50	grusso98/sins_word_embeddings 7 sins diachronic analysis using CADE on W2V and GloVe embeddings	12	Experimental	—	Jupyter Notebook
51	jayeshk7/Intro-to-NLP PyTorch implementations of word embeddings and language modelling.	12	Experimental	5	Jupyter Notebook
52	FaisalAhmedBijoy/Document-similarity-using-doc2vec-and-gensim Document Similarity Measurement Using Doc2Vec and Gensim Library	12	Experimental	6	Python
53	aditi184/Word-Meaning-in-Comparison Comparing the same words with the same or different meaning with respect to...	11	Experimental	3	Jupyter Notebook
54	shimo-lab/Drug-Gene-Analogy Predicting drug–gene relations via analogy tasks with word embeddings...	11	Experimental	1	Python
55	marialymperaiou/visual-genome-embeddings Visual Genome word embeddings on region descriptions	11	Experimental	4	Jupyter Notebook
56	andrea-gasparini/nlp-word-in-context-disambiguation Word-in-Context (WiC) disambiguation experimenting with a word-level...	11	Experimental	3	Jupyter Notebook
57	mohammadataei93/word2vec-embedding-and-topic-clustering build a word2vec model on hamshahri data and try to clustering embedded...	10	Experimental	2	Jupyter Notebook
58	memgonzales/semantle-word-embeddings Recreation of Semantle (a word guessing game that gives the semantic...	10	Experimental	2	Jupyter Notebook
59	nabeelshan78/Practical-Word-Embeddings-PyTorch A hands-on repository demonstrating word embeddings, featuring Word2Vec...	10	Experimental	1	Jupyter Notebook