Domain-Specific Embeddings Embedding Tools

Task-specific embedding models and representations trained on specialized vocabularies, domains, or linguistic phenomena (legislation, events, topics, entities, skills). Does NOT include general-purpose pre-trained embeddings, embedding infrastructure, or domain-agnostic retrieval systems.

There are 82 domain-specific embeddings tools tracked. 1 score above 50 (established tier). The highest-rated is MilaNLProc/contextualized-topic-models at 58/100 with 1,266 stars and 1,326 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	MilaNLProc/contextualized-topic-models A python package to run contextualized topic modeling. CTMs combine...	58	Established	1,266	Python
2	vinid/cade Compass-aligned Distributional Embeddings. Align embeddings from different corpora	47	Emerging	42	Python
3	ina-foss/twembeddings Sentence embeddings for unsupervised event detection in the Twitter stream:...	43	Emerging	33	Jupyter Notebook
4	criteo-research/CausE Code for the Recsys 2018 paper entitled Causal Embeddings for Recommandation.	41	Emerging	248	Python
5	spcl/ncc Neural Code Comprehension: A Learnable Representation of Code Semantics	41	Emerging	216	Python
6	vintasoftware/entity-embed PyTorch library for transforming entities like companies, products, etc....	41	Emerging	161	Jupyter Notebook
7	bnosac/ruimtehol R package to Embed All the Things! using StarSpace	38	Emerging	103	C++
8	rodrigobressan/entity_embeddings_categorical Discover relevant information about categorical data with entity embeddings...	37	Emerging	70	Python
9	BaseModelAI/cleora Cleora AI is a general-purpose open-source model for efficient, scalable...	36	Emerging	514	Jupyter Notebook
10	mop/bier Cleaned up reference implementation of BIER: Boosting Independent Embeddings...	34	Emerging	39	Python
11	tony-hong/event-embedding-multitask *SEM 2018: Learning Distributed Event Representations with a Multi-Task Approach	33	Emerging	21	Python
12	uhh-lt/sensegram Making sense embedding out of word embeddings using graph-based word sense induction	33	Emerging	213	Python
13	jxmorris12/cde code for training & evaluating Contextual Document Embedding models	31	Emerging	202	Python
14	cpa-analytics/embedding-encoder Scikit-Learn compatible transformer that turns categorical variables into...	31	Emerging	42	Jupyter Notebook
15	dustinstoltz/CMDist DEPRECATED - The Concept Mover's Distance Method is now available in the...	30	Emerging	27	R
16	bnosac/ETM Topic Modelling in Semantic Embedding Spaces	30	Emerging	51	R
17	lfmatosm/embedded-topic-model A package to run embedded topic modelling with ETM. Adapted from the...	30	Emerging	96	Python
18	WladimirSidorenko/SentiLex Sentiment Lexicon Generation Suite	30	Emerging	15	Roff
19	wangjksjtu/multi-embedding-cws Multiple Character Embeddings for Chinese Word Segmentation, ACL 2019	30	Emerging	17	Python
20	y3ro/meemi Improving cross-lingual word embeddings by meeting in the middle	29	Experimental	23	Python
21	milangritta/Minimalist-Location-Metonymy-Resolution The code and data accompanying the ACL 2017 "outstanding award" publication ...	29	Experimental	10	Python
22	dustinstoltz/cartography_poetics Reproduction Repository for "Cultural Cartography with Word Embeddings"	27	Experimental	10	R
23	dkn22/embedder Embed categorical variables via neural networks.	27	Experimental	59	Python
24	marziehf/TS_Embeddings Learning topic-sensitive word embeddings	26	Experimental	6	C
25	kaushalshetty/Positional-Encoding Encoding position with the word embeddings.	26	Experimental	84	Jupyter Notebook
26	oentaryorj/smu.softeng.crossact Cross-platform activity prediction	25	Experimental	4	Python
27	vgupta123/P-SIF Source code for our AAAI 2020 paper P-SIF: Document Embeddings using...	25	Experimental	35	Python
28	arsena-k/discourse_atoms How are topics encoded in semantic space? Repository to accompany PNAS...	25	Experimental	29	Jupyter Notebook
29	ikergarcia1996/MVM-Embeddings A monolingual and cross-lingual meta-embedding generation framework	24	Experimental	4	Python
30	ltgoslo/diachronic_armed_conflicts Diachronic armed conflicts prediction from news texts	24	Experimental	4	Python
31	garawalid/Multilingual-Unsupervised-Embeddings Align two embeddings (EN - FR) using MUSE (Unsupervised)	24	Experimental	3	Python
32	skesiraju/smm Subspace multinomial model for learning document representations	24	Experimental	3	Python
33	dwulff/embedR Generate and analyze state-of-the-art text embeddings	24	Experimental	4	R
34	harmanpreet93/poincare-embedding-using-gensim Train poincare embedding using gensim	23	Experimental	21	Jupyter Notebook
35	catalyst-cooperative/ccai-entity-matching An exploration of generalizable approaches to unsupervised entity matching...	23	Experimental	1	Jupyter Notebook
36	cisnlp/MEXA 🔍 Multilingual Evaluation of English-Centric LLMs via Cross-Lingual Alignment	23	Experimental	11	Python
37	moonlockwood/BinaryNeuralNetwork Tiny nn for experimenting with '8-hot' binary encoded embeddings	22	Experimental	1	Python
38	armintabari/Emotional-Embedding Retraining embedding models to incorporate emotional constraints.	21	Experimental	13	Python
39	arranger1044/spae Code and supplemental material for "Sum-Product Autoencoding: Encoding and...	21	Experimental	8	Python
40	BUTSpeechFIT/BaySMM A Bayesian Multilingual Document Model	21	Experimental	9	Python
41	rug-compling/bimu Bilingual Learning of Multi-sense Embeddings with Discrete Autoencoders	21	Experimental	9	Python
42	stephantul/piecelearn Learning BPE embeddings by first learning a segmentation model and then...	20	Experimental	19	Python
43	ChenghaoMou/embeddings zero-vocab or low-vocab embeddings	20	Experimental	18	Python
44	shuxiaobo/text-representation Text representation works, such as : paper, code, review, datasets, blogs,...	20	Experimental	14	—
45	dalisson/am_softmax This is a pytorch implementation of the am_softmax, this softmax layer...	20	Experimental	9	Python
46	corradomonti/ideological-embeddings Code and data for the CIKM2021 paper "Learning Ideological Embeddings From...	20	Experimental	10	Python
47	MiuLab/GenDef Probing task; contextual embeddings -> textual definitions (EMNLP19)	20	Experimental	11	Python
48	zouharvi/pwesuite Suite for phonetic word embeddings, especially their evaluation and baseline models.	20	Experimental	38	Python
49	fursovia/geometric_embedding "Zero-Training Sentence Embedding via Orthogonal Basis" paper implementation	19	Experimental	19	Python
50	centre-for-humanities-computing/embedding-projection This is a repository for reproducing the results of Continuous sentiment...	18	Experimental	—	Python
51	rimonim/embedplyr Tools for Working With Text Embeddings in R	18	Experimental	3	R
52	gabmoreira/subspaces Code for the paper Learning Visual-Semantic Subspace Representations	18	Experimental	3	Python
53	yyaghoobzadeh/figment-multi Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities	18	Experimental	5	Python
54	g-laz77/Cross-Lingual-Word-Embeddings Learn a shared embedding space between words in multiple languages.	18	Experimental	5	Python
55	victor7246/MRF-LDA MRF-LDA model for topic modelling	18	Experimental	5	Jupyter Notebook
56	pedrada88/relative Repository to learn relation vectors from text corpora. Includes the...	17	Experimental	3	Python
57	manojsukhavasi/Unsupervised-Cross-Lingual-Embeddings cross-lingual word embeddings with unsupervised learning	17	Experimental	4	Jupyter Notebook
58	junyachen/NPMM A nonparametric model for online topic discovery with word embeddings	17	Experimental	4	Jupyter Notebook
59	soliblue/Reddit-Politics Code for a large-scale analysis of political subcommunities on Reddit,...	16	Experimental	4	Jupyter Notebook
60	JanEnglerRWTH/SensePOLAR Code related to the project: SensePOLAR: Word sense aware interpretability...	16	Experimental	3	Python
61	vpuru98/Embeddings Training Word Embeddings and using them to perform Sentiment Analysis with...	16	Experimental	4	Jupyter Notebook
62	izhx/uni-rep Code for embedding and retrieval research.	15	Experimental	16	—
63	kiudee/pareto-embeddings Advanced choice modeling with multidimensional utility representations.	14	Experimental	12	Python
64	jparkerweb/fast-topic-analysis 🏷️ Fast Topic Analysis is a tool for analyzing text against predefined...	14	Experimental	9	JavaScript
65	gabmoreira/subembed Repository for the paper: Native Logical and Hierarchical Representations...	14	Experimental	3	Python
66	r2d4/blog-embeddings Script to generate embeddings from a blog and use GPT-3.5 to categorize the...	13	Experimental	11	Jupyter Notebook
67	Riccorl/sense-embedding BabelNet (and WordNet) sense embedding trained with Word2Vec and FastText	13	Experimental	10	Python
68	do-me/embedding-algebra Test scripts for common word embedding falsehoods like King - Man + Woman =...	13	Experimental	6	Jupyter Notebook
69	satya77/Entity_Embedding Reference implementation of the paper "Word Embeddings for Entity-annotated Texts"	12	Experimental	18	Python
70	pedrada88/rwe Repository containing data and code of the ACL-19 paper "Relational Word Embeddings"	12	Experimental	12	Python
71	csiro-robotics/MDL 🔥[IEEE TPAMI 2023] Official repository TPAMI 2023 paper "Exploiting Field...	12	Experimental	3	Python
72	tteofili/jtm tool for extraction of topics from jira issues	12	Experimental	—	Java
73	jdenes/TopicEmbeddings An open-source framework to create and test document embeddings using topic models.	11	Experimental	2	Python
74	yigitsever/Evaluating-Dictionary-Alignment Code for the paper "Evaluating cross-lingual textual similarity on...	11	Experimental	2	Python
75	stannida/skill-embeddings Repository for the Master Thesis "Encoding semantic information about skills...	11	Experimental	2	Jupyter Notebook
76	Develop-Packt/Deep-Learning-for-Text-embeddings This module demonstrates the power of word embeddings and explains the...	11	Experimental	—	Jupyter Notebook
77	slowwavesleep/FnSenseMapper A tool to map FrameNet Lexical Units to BabelNet synsets using the distance...	11	Experimental	—	Python
78	akshaychawla/Accelerated-Training-by-disentangling-neural-representations Just a theory.	11	Experimental	—	Python
79	KlaraGtknst/text_topic This repository implements a pipeline to store various data of files from a...	11	Experimental	2	Python
80	thecml/neural_embedder A small library that can encode categorical variables to entity embeddings...	10	Experimental	1	Python
81	apostolidoum/modeling-behaviour-of-SoC-players Code for my Diploma Thesis. The goal was to model the players' behavior by...	10	Experimental	1	Python
82	amitkumarj441/CIKM2023_SubspaceEmbedding Pluggable Embedding Code for our CIKM paper titled "Lightweight Adaptation...	10	Experimental	1	Python