Topic Modeling Clustering NLP Tools

Tools for discovering latent topics in document collections and grouping documents by thematic similarity using methods like LDA, NMF, VAE-based models, and clustering algorithms. Does NOT include general text classification, sentiment analysis, or document retrieval systems.

There are 98 topic modeling clustering tools tracked. 4 score above 50 (established tier). The highest-rated is MIND-Lab/OCTIS at 67/100 with 799 stars and 1,106 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	MIND-Lab/OCTIS OCTIS: Comparing Topic Models is Simple! A python package to optimize and...	67	Established	799	Python
2	i-dot-ai/themefinder A topic modelling Python package for analysing one-to-many question-answer data.	66	Established	87	Python
3	bobxwu/TopMost A Topic Modeling System Toolkit (ACL 2024 Demo)	57	Established	286	Jupyter Notebook
4	baidu/Familia A Toolkit for Industrial Topic Modeling	51	Established	2,645	C++
5	andifunke/topic-labeling The project proposes a framework to apply topic models on a text-corpus and...	46	Emerging	36	Jupyter Notebook
6	bab2min/tomotopy Python package of Tomoto, the Topic Modeling Tool	46	Emerging	592	C++
7	AnFreTh/STREAM ACL Python package engineered for seamless topic modeling, topic evaluation,...	44	Emerging	42	Python
8	rwalk/gsdmm GSDMM: Short text clustering	43	Emerging	357	Python
9	RandyPen/TextCluster 短文本聚类预处理模块 Short text cluster	42	Emerging	281	Python
10	robolab-pavia/slr-kit slr-kit is a framework to support the analysis of scientific literature...	41	Emerging	10	Python
11	yash91sharma/MALTopic-py A multi-agent LLM topic modeling library	39	Emerging	3	Python
12	FesonX/cn-text-classifier 中文文本聚类	39	Emerging	123	Python
13	datquocnguyen/jLDADMM A Java package for the LDA and DMM topic models	37	Emerging	85	Java
14	riedlma/topictiling TopicTiling is a text segmentation method that is based on LDA	34	Emerging	43	Java
15	MaartenGr/Concept Concept Modeling: Topic Modeling on Images and Text	32	Emerging	220	Python
16	go-nlp/dmmclust dmmclust is a package for clustering short texts, based on Yin and Wang (2014)	32	Emerging	26	Go
17	MLSA-SRM/Lexicon-The-Auto-Tagger A browser extension to automatically generate tags for your online blog,...	31	Emerging	14	Jupyter Notebook
18	daniel-furman/awesome-chatgpt-prompts-clustering Text clustering: HDBSCAN is probably all you need.	30	Emerging	21	Jupyter Notebook
19	jonaschn/awesome-topic-models ✨ Awesome - A curated list of amazing Topic Models (implementations,...	30	Emerging	103	—
20	koheiw/seededlda LDA for semisupervised topic modeling	29	Experimental	79	R
21	chen0040/java-lda Package provides java implementation of the latent dirichlet allocation...	29	Experimental	10	Java
22	smacawi/bert-topics Bridging the gap between supervised classification and unsupervised topic...	28	Experimental	8	Jupyter Notebook
23	thakur-nandan/topic-modeling This repository contains as intuitive example on topic-modeling using...	28	Experimental	7	Jupyter Notebook
24	mattmurray/topic_modelling_financial_news Topic modelling on financial news with Natural Language Processing	28	Experimental	61	Jupyter Notebook
25	CZboop/Newspaper-Topic-Modelling Topic modelling and analysis of different UK newspapers, primarily using BERTopic	27	Experimental	5	Python
26	lettier/lda-topic-modeling A PureScript, browser-based implementation of LDA topic modeling.	27	Experimental	107	PureScript
27	bhattbhavesh91/Top2Vec-Demo Demo on Top2Vec to generate topics using BERT model	27	Experimental	6	Jupyter Notebook
28	scientist-labs/topical Ruby library for fast, flexible topic modeling — built on modern embeddings...	27	Experimental	12	Ruby
29	bloomberg/fast-noise-aware-topic-clustering Research code and scripts used in the Silburt et al. (2021) EMNLP 2021 paper...	26	Experimental	11	Python
30	thiswillbeyourgithub/AnnA_Anki_neuronal_Appendix Using machine learning on your anki collection to enhance the scheduling via...	26	Experimental	66	Python
31	kjahan/twitter_mining Twitter Mining in Java	26	Experimental	25	Java
32	Saiken77/topic-modeling-pipeline-fr-app Pipeline complet de modélisation de sujets (LDA, NMF, BERTopic) avec...	25	Experimental	2	Python
33	berksudan/OTMISC-Topic-Modeling-Tool We created a topic modeling pipeline to evaluate different topic modeling...	25	Experimental	21	Jupyter Notebook
34	AkramChaabnia/SEALClust Text Clustering as Classification with LLMs - PPD M2 MLSD reproduction with...	25	Experimental	3	Python
35	drob-xx/TopicTuner HDBSCAN Tuning for BERTopic Models	24	Experimental	52	Python
36	stdlib-js/nlp-lda Latent Dirichlet Allocation via collapsed Gibbs sampling.	24	Experimental	9	JavaScript
37	kalemaria/cluster-constructor Image and Text-based Clustering for Industrial Machine Parts	24	Experimental	4	Jupyter Notebook
38	kedir/GLG--Topic-Modeling-and-Document-Clustering Cluster documents and extract global and local topics per cluster using LDA...	24	Experimental	4	Jupyter Notebook
39	diem-ai/topic-modeling Retrieving real time breaking news from...	24	Experimental	3	Jupyter Notebook
40	yash-rai-93/arXiv-Topic-Discovery Unsupervised topic discovery on 100K+ arXiv abstracts using LDA, NMF,...	24	Experimental	2	Jupyter Notebook
41	kotartemiy/topic-labeled-news-dataset 100k+ topic labeled news articles published from thousands of news websites	23	Experimental	19	—
42	ocstringham/text_classification_wildlife_trade Code and data for text classification models association with "Text...	23	Experimental	2	Python
43	K-RLange/Lex2Sent Lex2Sent package for unsupervised text classification/clustering	23	Experimental	2	Python
44	chen0040/java-plsa Package provides the java implementation of probabilistic latent semantic...	22	Experimental	1	Java
45	DivyaRustagi10/indicCTM-Foundations Contextualized Topic Modeling using Zero-Shot Learning on Indic Languages (IndicCTM)	22	Experimental	1	Jupyter Notebook
46	iwan-rg/Arabic-Topic-Modeling BERT for Arabic Topic Modeling: An Experimental Study on BERTopic Technique	22	Experimental	28	Jupyter Notebook
47	byukan/Chatbots-NLP Chatbots and other NLP applications: Topic Modeling on text from Codechef and OkCupid	22	Experimental	9	Jupyter Notebook
48	JuaniLlaberia/news_articles_grouping_research Multi-signal graph-based NLP pipeline for clustering news articles into...	22	Experimental	—	Jupyter Notebook
49	papachristoumarios/sade Code for paper: Software clusterings with vector semantics and the call graph	21	Experimental	10	Java
50	cognitivefactory/interactive-clustering Python package used to apply NLP interactive clustering methods.	21	Experimental	11	Python
51	goerlitz/nlp-topic-models Application of topic models for topic extraction and similarity search	20	Experimental	16	Jupyter Notebook
52	vrjkmr/arxiv-topic Detecting topic clusters in arXiv ML papers.	20	Experimental	14	Jupyter Notebook
53	silviaruffini/text_clustering Text Clustering with Python and Dash	19	Experimental	10	Python
54	trinker/clustext Easy, fast clustering of texts	19	Experimental	18	R
55	harishaaram/Topic-Modeling An Unbiased Examination of Federal Reserve Meeting minutes	19	Experimental	5	Jupyter Notebook
56	sean-chester/generalised-brown C++ implementation of Generalised Brown clustering and python scripts for...	19	Experimental	41	C++
57	anil1055/n-stage_LDA Proposed n-stage Latent Dirichlet Allocation method - A Novel Approach for LDA	18	Experimental	5	Jupyter Notebook
58	LaurentVeyssier/Topic-Modeling-and-Document-Categorization-using-Latent-Dirichlet-Allocation Categorize documents per topics inferred by LDA algorithm	18	Experimental	8	Jupyter Notebook
59	GMU-Capstone-690/Data-Tagging-via-Content-and-Standards An approach to organize text data generated from URLs by tagging it to...	17	Experimental	2	Python
60	caimeng2/TopicModelingWorkshop SSDA workshop: topic modeling for exploratory text analysis	17	Experimental	3	Jupyter Notebook
61	Keshav1506/Topic-Modelling-on-BBC-News-Articles-using-LDA This is the fourth capstone project I've done in my Almabetter Data science...	17	Experimental	2	Jupyter Notebook
62	kjahan/lda Extracting Hidden Topics from Texts using LDA Model	17	Experimental	4	Java
63	Lincoln-France/twitchatds Language modeling of twitch chat streamers	16	Experimental	3	HTML
64	contefranz/OpTop Optimal topic identification from a pool of Latent Dirichlet Allocation models	16	Experimental	13	R
65	saky-semicolon/Topic-Modeling-on-Mental-Health-Related-Tweets A project using LDA and BERTopic for topic modeling, sentiment analysis, and...	16	Experimental	4	Jupyter Notebook
66	chlin907/TopicModeling Topic Modeling for IMDB top movies by NLP on their synopses	16	Experimental	2	Jupyter Notebook
67	ebrahimpichka/semantic-textual-similarity Categorizing products of an online retailer based on products’ titles using...	16	Experimental	4	Jupyter Notebook
68	Htiango/Chinese-LDA This is Tianyu Hong's first version of a program using LDA to predict...	16	Experimental	4	Java
69	michimalek/nlp-clustering-research A python Sentence-Clustering library based on S-Bert and a diverse number of...	15	Experimental	2	Jupyter Notebook
70	davidmasse/blog-fashion-system NLP analysis of fashion trends	15	Experimental	6	Jupyter Notebook
71	Navy10021/Parallel_Clustering_based_TM Parallel clustering-based Topic Modeling	14	Experimental	7	Python
72	vahadruya/Capstone-Project-Unsupervised-ML-Topic-Modelling The project explores a dataset of 2225 BBC News Articles and identifies the...	13	Experimental	8	Jupyter Notebook
73	fatimagulomova/twitter-topic-extraction This project explores prevalent topics in Twitter discussions related to the...	13	Experimental	2	Jupyter Notebook
74	SmartData-Polito/honeycluster Can NLP tools support security experts for analysis on SSH exploits? An...	13	Experimental	5	Jupyter Notebook
75	IlyaGusev/purano News annotation and clustering	13	Experimental	7	Jupyter Notebook
76	amitvikramraj/Topic-Modelling-Using-RACE-Dataset A Project on Topic Modeling using alogoriths like LSA/LSI, LDA, NMF on RACE dataset	12	Experimental	4	Jupyter Notebook
77	sameer-at-git/BBC-News-Topic-Modelling BBC news dataset pipeline : data collection, cleaning, and topic modelling...	12	Experimental	1	R
78	CameleoGrey/ProfitTM A topic modeling framework based on word embeddings and neural nets that...	12	Experimental	3	Python
79	ShihabYasin/LDA-to-Context-Based-Search Context Based Search Using LDA Topic Modelling Algorithm	12	Experimental	3	JavaScript
80	carlomarxdk/topic_modelling Topic Modelling with the HPA (Tomotopy) model	12	Experimental	—	Jupyter Notebook
81	avrtt/topic-modeling-helper NLP pipeline for text classification and topic modeling using LDA, spaCy,...	12	Experimental	3	Python
82	Develop-Packt/Topic-Modeling You will evaluate latent Dirichlet allocation models and execute...	12	Experimental	—	Jupyter Notebook
83	1997alireza/QA-Clustering Implementation of some algorithms for text clustering	12	Experimental	14	Python
84	nipunchauhan/Topic-Modeling-NLP-Python-Knime This project compares topic modeling and text clustering techniques on BBC...	12	Experimental	1	Jupyter Notebook
85	RahulNeuroByte/Topic-Modeler A complete end-to-end system for document topic modeling and clustering...	12	Experimental	1	Jupyter Notebook
86	novitangrn/ToMoLDA Projek ‘Klasifikasi Teks dalam NLP untuk Mendeteksi Topik Berita Berbasis...	12	Experimental	1	Python
87	carlomarxdk/TemporalTopicModelling-Pachinko Temporal Topic Modelling (Topic Evolution Analysis) using the Pachinko...	12	Experimental	4	Jupyter Notebook
88	amans-meta/catalog-auto-tagger AI-powered catalog tagging system for e-commerce. Automatically generates...	11	Experimental	—	Python
89	AdityaSharma2007/anthem-semantic-analyzer NLP-based semantic clustering and similarity search system for national...	11	Experimental	—	Jupyter Notebook
90	Nathrw/NLTK-Project---Text-Message-Topic-Analysis NLTK Project - Text Message Topic Analysis project	11	Experimental	—	Jupyter Notebook
91	skngetich/mwananchi-watch Enhancing Civil Engagement using Topic modelling	11	Experimental	—	Jupyter Notebook
92	andrewabeles/drug-labels Drug label text classification and topic modeling web app	11	Experimental	—	Jupyter Notebook
93	tomtx/cp-thematic-maps human-annotated dataset of thematic maps for NLP downstream tasks with...	11	Experimental	—	—
94	bindusri0702/Dravidian_Top2Vec Top2Vec language modelling on Tamil and Telugu news data	11	Experimental	2	Jupyter Notebook
95	konkinit/topic_modeling A BERTopic-based modeling project	11	Experimental	2	Python
96	oedatainsight/CTG-Latent-Dirichilet-Allocation LDA excericise for ClinicalTrials interventional data	10	Experimental	1	Jupyter Notebook
97	talhamasood0000/Topic_modelling_in_Urdu_LDA Implementation of LDA Topic Modelling technique on Urdu Language	10	Experimental	1	Jupyter Notebook
98	Matheus-Schmitz/mapta MAP is a USC DSCI 560 group doing research on identifying marginalized...	10	Experimental	1	Python

Comparisons in this category

jLDADMM and java-lda (37 vs 29)