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 22 text clustering topic modeling models tracked. 1 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 22 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	67	Established	638	Python
3	mead-ml/mead-baseline Deep-Learning Model Exploration and Development for NLP	49	Emerging	245	Python
4	x-tabdeveloping/turftopic Robust and fast topic models with sentence-transformers.	47	Emerging	94	Python
5	HumanSignal/label-studio-transformers Label data using HuggingFace's transformers and automatically get a...	46	Emerging	194	Python
6	hiyouga/Dual-Contrastive-Learning Code for our paper "Dual Contrastive Learning: Text Classification via...	45	Emerging	167	Python
7	kmaurinjones/AllMeans Automatic topic modelling using minimal external input and computational resources	33	Emerging	2	Python
8	hsisaberi/single-trait-electra A complete ELECTRA-based framework for Big Five personality trait...	30	Emerging	18	Python
9	DarshanAdiga/idiom-principle-on-magpie-corpus Idiom Principle on MAGPIE dataset	30	Emerging	2	Python
10	nerdimite/bert-finetuning-webinar Code for the FullStack AI Live Coding Series- Part 1 (CellStrat AI Lab)	28	Experimental	9	Jupyter Notebook
11	WeskerPRO/NLP_Project Fine-tuning BERT and BART for sentiment analysis, paraphrase detection, and...	26	Experimental	1	Python
12	ai-center-kth/cuBERT-source-code-clustering Fine-tuning cuBERT embeddings for clustering source code by functionality	25	Experimental	6	Jupyter Notebook
13	ia-labo/French-News-Clustering Text classification and clustering using transformers and Denstream.	24	Experimental	3	Jupyter Notebook
14	LennartKeller/DeepTextClustering Deep text clustering with language models	24	Experimental	3	Jupyter Notebook
15	fork123aniket/Zero-Shot-Question-Answering Implementation of Zero-Shot Question Answering in PyTorch	18	Experimental	2	Python
16	nolnolon/User-Clustering-with-BERT-Models User Clustering Pipelines with BERT Models on Long and Heterogeneous Tweets...	17	Experimental	—	Jupyter Notebook
17	tre-systems/cefr-workshop Educational workshop for NLP engineers. Fine-tuning DeBERTa-v3 for CEFR...	17	Experimental	2	Python
18	mgiorgi13/MITopics Topic detection to identify the main topics on MIT management papers	13	Experimental	—	HTML
19	battles5/amelia-bertino-legal-nlp Legal Argument Mining on Italian tax-court decisions (AMELIA dataset) ...	13	Experimental	—	Jupyter Notebook
20	eriknovak/WAC The Wasserstein distance-based news Article Clustering algorithm	11	Experimental	—	Jupyter Notebook
21	LazerLambda/udl-negation Comparing Data-Driven Techniques for Enhancing Negation Sensitivity in...	11	Experimental	—	Jupyter Notebook
22	whoamimi/ClusteringInLatentSpace Latent space experiments	10	Experimental	2	Jupyter Notebook

Comparisons in this category

BERTopic and turftopic (71 vs 47)