Text Clustering Topic Modeling Transformer Models

Tools for unsupervised discovery and organization of text documents through clustering, dimensionality reduction, and topic extraction using transformer embeddings. Does NOT include supervised text classification, document retrieval/search, or general semantic similarity tasks.

There are 26 text clustering topic modeling models tracked. 2 score above 70 (verified tier). The highest-rated is MaartenGr/BERTopic at 71/100 with 7,443 stars. 1 of the top 10 are actively maintained.

Get all 26 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=text-clustering-topic-modeling&limit=20"

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#	Model	Score	Tier	Stars	Language
1	MaartenGr/BERTopic Leveraging BERT and c-TF-IDF to create easily interpretable topics.	71	Verified	7,443	Python
2	webis-de/small-text Active Learning for Text Classification in Python	70	Verified	638	Python
3	mead-ml/mead-baseline Deep-Learning Model Exploration and Development for NLP	42	Emerging	245	Python
4	x-tabdeveloping/turftopic Robust and fast topic models with sentence-transformers.	40	Emerging	94	Python
5	HumanSignal/label-studio-transformers Label data using HuggingFace's transformers and automatically get a...	39	Emerging	194	Python
6	hiyouga/Dual-Contrastive-Learning Code for our paper "Dual Contrastive Learning: Text Classification via...	38	Emerging	167	Python
7	hsisaberi/single-trait-electra A complete ELECTRA-based framework for Big Five personality trait...	30	Emerging	18	Python
8	kmaurinjones/AllMeans Automatic topic modelling using minimal external input and computational resources	30	Emerging	2	Python
9	DarshanAdiga/idiom-principle-on-magpie-corpus Idiom Principle on MAGPIE dataset	23	Experimental	2	Python
10	Boykadakim/User-Clustering-with-BERT-Models User Clustering Pipelines with BERT Models on Long and Heterogeneous Tweets...	23	Experimental	1	Jupyter Notebook
11	anisderoual/Document_Archiver_Korean-NLP_BERTClustering 📂 Extract, embed, cluster, and securely store Korean text from documents...	22	Experimental	—	Python
12	nerdimite/bert-finetuning-webinar Code for the FullStack AI Live Coding Series- Part 1 (CellStrat AI Lab)	21	Experimental	9	Jupyter Notebook
13	WeskerPRO/NLP_Project Fine-tuning BERT and BART for sentiment analysis, paraphrase detection, and...	20	Experimental	1	Python
14	ai-center-kth/cuBERT-source-code-clustering Fine-tuning cuBERT embeddings for clustering source code by functionality	18	Experimental	6	Jupyter Notebook
15	ia-labo/French-News-Clustering Text classification and clustering using transformers and Denstream.	17	Experimental	3	Jupyter Notebook
16	LennartKeller/DeepTextClustering Deep text clustering with language models	17	Experimental	3	Jupyter Notebook
17	nolnolon/User-Clustering-with-BERT-Models User Clustering Pipelines with BERT Models on Long and Heterogeneous Tweets...	15	Experimental	—	Jupyter Notebook
18	shaikadish/twitterTopicModeling A tutorial I wrote to show the practical application of topic modelling for...	14	Experimental	1	Jupyter Notebook
19	simonescevaroli/yelp-rating-prediction This is the repository for the Natural Language Processing project done at...	14	Experimental	1	Jupyter Notebook
20	AdirthaBorgohain/BERT-Text-Analysis Text Analysis done on a business text dataset using KeyBERT and BERTopic	14	Experimental	7	Jupyter Notebook
21	tre-systems/cefr-workshop Educational workshop for NLP engineers. Fine-tuning DeBERTa-v3 for CEFR...	13	Experimental	2	Python
22	fork123aniket/Zero-Shot-Question-Answering Implementation of Zero-Shot Question Answering in PyTorch	11	Experimental	2	Python
23	Ecolash/Natural-Language-Processing 𝗡𝗮𝘁𝘂𝗿𝗮𝗹 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 \| 𝗖𝗦𝟲𝟬𝟬𝟳𝟱 \| 𝗣𝗢𝗦 𝗧𝗮𝗴𝗴𝗶𝗻𝗴, 𝗠𝗶𝗻𝗶 𝗖𝗼𝗣𝗶𝗹𝗼𝘁, 𝗕𝗘𝗥𝗧	11	Experimental	5	Jupyter Notebook
24	cluebbers/NLP_DeepLearning_Spring2023 Implementing and fine-tuning BERT for sentiment analysis, paraphrase...	11	Experimental	—	Python
25	battles5/amelia-bertino-legal-nlp Legal Argument Mining on Italian tax-court decisions (AMELIA dataset) ...	11	Experimental	—	Jupyter Notebook
26	mgiorgi13/MITopics Topic detection to identify the main topics on MIT management papers	11	Experimental	—	HTML

Comparisons in this category

BERTopic and turftopic (71 vs 40)