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 95 domain-specific embeddings tools tracked. 2 score above 50 (established tier). The highest-rated is MilaNLProc/contextualized-topic-models at 58/100 with 1,266 stars.

Get all 95 projects as JSON

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

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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	50	Established	42	Python
3	spcl/ncc Neural Code Comprehension: A Learnable Representation of Code Semantics	48	Emerging	216	Python
4	criteo-research/CausE Code for the Recsys 2018 paper entitled Causal Embeddings for Recommandation.	48	Emerging	248	Python
5	vintasoftware/entity-embed PyTorch library for transforming entities like companies, products, etc....	48	Emerging	161	Jupyter Notebook
6	ina-foss/twembeddings Sentence embeddings for unsupervised event detection in the Twitter stream:...	47	Emerging	33	Jupyter Notebook
7	bnosac/ruimtehol R package to Embed All the Things! using StarSpace	45	Emerging	103	C++
8	rodrigobressan/entity_embeddings_categorical Discover relevant information about categorical data with entity embeddings...	44	Emerging	70	Python
9	BaseModelAI/cleora Cleora AI is a general-purpose open-source model for efficient, scalable...	43	Emerging	514	Jupyter Notebook
10	mop/bier Cleaned up reference implementation of BIER: Boosting Independent Embeddings...	41	Emerging	39	Python
11	uhh-lt/sensegram Making sense embedding out of word embeddings using graph-based word sense induction	40	Emerging	213	Python
12	tony-hong/event-embedding-multitask *SEM 2018: Learning Distributed Event Representations with a Multi-Task Approach	40	Emerging	21	Python
13	cpa-analytics/embedding-encoder Scikit-Learn compatible transformer that turns categorical variables into...	38	Emerging	42	Jupyter Notebook
14	jxmorris12/cde code for training & evaluating Contextual Document Embedding models	38	Emerging	202	Python
15	WladimirSidorenko/SentiLex Sentiment Lexicon Generation Suite	37	Emerging	15	Roff
16	wangjksjtu/multi-embedding-cws Multiple Character Embeddings for Chinese Word Segmentation, ACL 2019	37	Emerging	17	Python
17	bnosac/ETM Topic Modelling in Semantic Embedding Spaces	37	Emerging	51	R
18	dustinstoltz/CMDist DEPRECATED - The Concept Mover's Distance Method is now available in the...	37	Emerging	27	R
19	lfmatosm/embedded-topic-model A package to run embedded topic modelling with ETM. Adapted from the...	37	Emerging	96	Python
20	milangritta/Minimalist-Location-Metonymy-Resolution The code and data accompanying the ACL 2017 "outstanding award" publication ...	36	Emerging	10	Python
21	y3ro/meemi Improving cross-lingual word embeddings by meeting in the middle	36	Emerging	23	Python
22	dkn22/embedder Embed categorical variables via neural networks.	34	Emerging	59	Python
23	dustinstoltz/cartography_poetics Reproduction Repository for "Cultural Cartography with Word Embeddings"	34	Emerging	10	R
24	kaushalshetty/Positional-Encoding Encoding position with the word embeddings.	33	Emerging	84	Jupyter Notebook
25	marziehf/TS_Embeddings Learning topic-sensitive word embeddings	33	Emerging	6	C
26	oentaryorj/smu.softeng.crossact Cross-platform activity prediction	32	Emerging	4	Python
27	arsena-k/discourse_atoms How are topics encoded in semantic space? Repository to accompany PNAS...	32	Emerging	29	Jupyter Notebook
28	vgupta123/P-SIF Source code for our AAAI 2020 paper P-SIF: Document Embeddings using...	32	Emerging	35	Python
29	ikergarcia1996/MVM-Embeddings A monolingual and cross-lingual meta-embedding generation framework	31	Emerging	4	Python
30	skesiraju/smm Subspace multinomial model for learning document representations	31	Emerging	3	Python
31	dwulff/embedR Generate and analyze state-of-the-art text embeddings	31	Emerging	4	R
32	ltgoslo/diachronic_armed_conflicts Diachronic armed conflicts prediction from news texts	31	Emerging	4	Python
33	garawalid/Multilingual-Unsupervised-Embeddings Align two embeddings (EN - FR) using MUSE (Unsupervised)	31	Emerging	3	Python
34	harmanpreet93/poincare-embedding-using-gensim Train poincare embedding using gensim	30	Emerging	21	Jupyter Notebook
35	moonlockwood/BinaryNeuralNetwork Tiny nn for experimenting with '8-hot' binary encoded embeddings	29	Experimental	1	Python
36	BUTSpeechFIT/BaySMM A Bayesian Multilingual Document Model	28	Experimental	9	Python
37	cisnlp/MEXA 🔍 Multilingual Evaluation of English-Centric LLMs via Cross-Lingual Alignment	28	Experimental	11	Python
38	rug-compling/bimu Bilingual Learning of Multi-sense Embeddings with Discrete Autoencoders	28	Experimental	9	Python
39	arranger1044/spae Code and supplemental material for "Sum-Product Autoencoding: Encoding and...	28	Experimental	8	Python
40	armintabari/Emotional-Embedding Retraining embedding models to incorporate emotional constraints.	28	Experimental	13	Python
41	shuxiaobo/text-representation Text representation works, such as : paper, code, review, datasets, blogs,...	27	Experimental	14	—
42	corradomonti/ideological-embeddings Code and data for the CIKM2021 paper "Learning Ideological Embeddings From...	27	Experimental	10	Python
43	MiuLab/GenDef Probing task; contextual embeddings -> textual definitions (EMNLP19)	27	Experimental	11	Python
44	stephantul/piecelearn Learning BPE embeddings by first learning a segmentation model and then...	27	Experimental	19	Python
45	zouharvi/pwesuite Suite for phonetic word embeddings, especially their evaluation and baseline models.	27	Experimental	38	Python
46	ChenghaoMou/embeddings zero-vocab or low-vocab embeddings	27	Experimental	18	Python
47	dalisson/am_softmax This is a pytorch implementation of the am_softmax, this softmax layer...	27	Experimental	9	Python
48	fursovia/geometric_embedding "Zero-Training Sentence Embedding via Orthogonal Basis" paper implementation	26	Experimental	19	Python
49	g-laz77/Cross-Lingual-Word-Embeddings Learn a shared embedding space between words in multiple languages.	25	Experimental	5	Python
50	rimonim/embedplyr Tools for Working With Text Embeddings in R	25	Experimental	3	R
51	catalyst-cooperative/ccai-entity-matching An exploration of generalizable approaches to unsupervised entity matching...	25	Experimental	1	Jupyter Notebook
52	gabmoreira/subspaces Code for the paper Learning Visual-Semantic Subspace Representations	25	Experimental	3	Python
53	yyaghoobzadeh/figment-multi Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities	25	Experimental	5	Python
54	victor7246/MRF-LDA MRF-LDA model for topic modelling	25	Experimental	5	Jupyter Notebook
55	junyachen/NPMM A nonparametric model for online topic discovery with word embeddings	24	Experimental	4	Jupyter Notebook
56	manojsukhavasi/Unsupervised-Cross-Lingual-Embeddings cross-lingual word embeddings with unsupervised learning	24	Experimental	4	Jupyter Notebook
57	pedrada88/relative Repository to learn relation vectors from text corpora. Includes the...	24	Experimental	3	Python
58	soliblue/Reddit-Politics Code for a large-scale analysis of political subcommunities on Reddit,...	23	Experimental	4	Jupyter Notebook
59	vpuru98/Embeddings Training Word Embeddings and using them to perform Sentiment Analysis with...	23	Experimental	4	Jupyter Notebook
60	JanEnglerRWTH/SensePOLAR Code related to the project: SensePOLAR: Word sense aware interpretability...	23	Experimental	3	Python
61	izhx/uni-rep Code for embedding and retrieval research.	22	Experimental	16	—
62	kiudee/pareto-embeddings Advanced choice modeling with multidimensional utility representations.	21	Experimental	12	Python
63	jparkerweb/fast-topic-analysis 🏷️ Fast Topic Analysis is a tool for analyzing text against predefined...	21	Experimental	9	JavaScript
64	gabmoreira/subembed Repository for the paper: Native Logical and Hierarchical Representations...	20	Experimental	3	Python
65	centre-for-humanities-computing/embedding-projection This is a repository for reproducing the results of Continuous sentiment...	20	Experimental	—	Python
66	Riccorl/sense-embedding BabelNet (and WordNet) sense embedding trained with Word2Vec and FastText	20	Experimental	10	Python
67	do-me/embedding-algebra Test scripts for common word embedding falsehoods like King - Man + Woman =...	20	Experimental	6	Jupyter Notebook
68	r2d4/blog-embeddings Script to generate embeddings from a blog and use GPT-3.5 to categorize the...	20	Experimental	11	Jupyter Notebook
69	pedrada88/rwe Repository containing data and code of the ACL-19 paper "Relational Word Embeddings"	19	Experimental	12	Python
70	satya77/Entity_Embedding Reference implementation of the paper "Word Embeddings for Entity-annotated Texts"	19	Experimental	18	Python
71	csiro-robotics/MDL 🔥[IEEE TPAMI 2023] Official repository TPAMI 2023 paper "Exploiting Field...	19	Experimental	3	Python
72	stannida/skill-embeddings Repository for the Master Thesis "Encoding semantic information about skills...	18	Experimental	2	Jupyter Notebook
73	jdenes/TopicEmbeddings An open-source framework to create and test document embeddings using topic models.	18	Experimental	2	Python
74	yigitsever/Evaluating-Dictionary-Alignment Code for the paper "Evaluating cross-lingual textual similarity on...	18	Experimental	2	Python
75	amitkumarj441/CIKM2023_SubspaceEmbedding Pluggable Embedding Code for our CIKM paper titled "Lightweight Adaptation...	17	Experimental	1	Python
76	apostolidoum/modeling-behaviour-of-SoC-players Code for my Diploma Thesis. The goal was to model the players' behavior by...	17	Experimental	1	Python
77	thecml/neural_embedder A small library that can encode categorical variables to entity embeddings...	17	Experimental	1	Python
78	hanshanley/multilingual-matryoshka-news GitHub Repo for the ACL 2025 Paper: Hierarchical Level-Wise News Article...	14	Experimental	5	Python
79	tteofili/jtm tool for extraction of topics from jira issues	14	Experimental	—	Java
80	akshaychawla/Accelerated-Training-by-disentangling-neural-representations Just a theory.	13	Experimental	—	Python
81	slowwavesleep/FnSenseMapper A tool to map FrameNet Lexical Units to BabelNet synsets using the distance...	13	Experimental	—	Python
82	Develop-Packt/Deep-Learning-for-Text-embeddings This module demonstrates the power of word embeddings and explains the...	13	Experimental	—	Jupyter Notebook
83	KlaraGtknst/text_topic This repository implements a pipeline to store various data of files from a...	13	Experimental	2	Python
84	cisnlp/ColexificationNet Crosslingual Transfer Learning for Low-Resource Languages Based on...	12	Experimental	6	Jupyter Notebook
85	MarkBelford/co-association Weighted Term Co-association approach for producing more coherent topics, a...	11	Experimental	4	Jupyter Notebook
86	RainBoltz/pySmore A newly interpreted code of C++ project `SMORe`, which developed in Python...	11	Experimental	—	Python
87	deborahdore/cross-lingual-embeddings cross-lingual embeddings for French and Italian evaluated on machine...	11	Experimental	—	Python
88	soheilabadifard/Query-Embeddings This Script is part of LETOR Project	11	Experimental	—	Jupyter Notebook
89	milan-pavlovic-ai/representation-learning Approaches for learning text representations	11	Experimental	—	Jupyter Notebook
90	francesita/CS-Embed-SemEval2020 Code and specs for CS-Embed's entry for SemEval-2020 Task-9. We present...	11	Experimental	3	Python
91	MichalKal99/BrainEmbeddings Code and data for Master Thesis	11	Experimental	—	Python
92	hyenee/Syntax-Vector-Learning-using-correspondence-for-Natural-Language-Understanding The GitHub repository for the paper "Syntax Vector Learning using...	11	Experimental	3	—
93	Teemursu/reddit_neologism_semantic_change TWEC application for studying language change	10	Experimental	2	Python
94	rodrigolourencofarinha/AI-Entity-Matching Leverage AI to accurately match and reconcile entities across two datasets.	10	Experimental	2	Python
95	JavierBJ/gender-politics-twitter Scripts used for development of my Master's Thesis "Analyzing Twitter data...	10	Experimental	2	Python