Text Classification Transformers Transformer Models

Fine-tuning and deploying transformer models (BERT, DistilBERT, RoBERTa, etc.) for document and text categorization tasks. Includes multi-class, multi-label, and domain-specific classification. Does NOT include sequence labeling (NER, POS tagging), semantic similarity, or ticket triage systems with additional components like sentiment analysis or routing logic.

There are 71 text classification transformers models tracked. The highest-rated is lonePatient/Bert-Multi-Label-Text-Classification at 44/100 with 924 stars.

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#	Model	Score	Tier	Stars	Language
1	lonePatient/Bert-Multi-Label-Text-Classification This repo contains a PyTorch implementation of a pretrained BERT model for...	44	Emerging	924	Python
2	mim-solutions/bert_for_longer_texts BERT classification model for processing texts longer than 512 tokens. Text...	40	Emerging	146	Python
3	OctoberChang/X-Transformer X-Transformer: Taming Pretrained Transformers for eXtreme Multi-label Text...	39	Emerging	142	C++
4	QData/LaMP ECML 2019: Graph Neural Networks for Multi-Label Classification	37	Emerging	91	Python
5	illiterate/BertClassifier 基于PyTorch的BERT中文文本分类模型（BERT Chinese text classification model implemented by PyTorch）	35	Emerging	203	Python
6	systems-genomics-lab/deeptaxa A deep learning framework for hierarchical taxonomy classification of 16S...	35	Emerging	9	Python
7	a-tokyo/ai-zero-shot-classifier 🧠 leverage advanced AI embeddings to perform multilingual zero-shot text...	35	Emerging	12	TypeScript
8	litus-ai/classy classy is a simple-to-use library for building high-performance Machine...	34	Emerging	87	Python
9	GT4SD/zero-shot-bert-adapters Implementation of Z-BERT-A: a zero-shot pipeline for unknown intent detection.	34	Emerging	44	Python
10	osainz59/Ask2Transformers A Framework for Textual Entailment based Zero Shot text classification	31	Emerging	153	Python
11	xashru/bangla-text-classification Bangla Text Classification using Transformers	27	Experimental	6	Python
12	nubs4dayz/company-classification-research This project explores the use of various NLP techniques to classify...	27	Experimental	5	Jupyter Notebook
13	datatrigger/nlp_hugging_face Text classification with the transformers library from Hugging Face, by...	27	Experimental	3	Jupyter Notebook
14	krishnapriya-18/COVID-19-Tweet-Classification-using-Roberta-and-Bert-Simple-Transformers Rank 1 / 216	26	Experimental	28	Jupyter Notebook
15	loretoparisi/bert_text_classifier Text Classification with BERT	26	Experimental	8	Jupyter Notebook
16	Living-with-machines/genre-classification Jupyter book showing how to build an ML powered book genre classifier	25	Experimental	13	Jupyter Notebook
17	seanbenhur/resusable_text_classification_template A complete reusable pipeline for text classification using different...	23	Experimental	6	Python
18	centre-for-humanities-computing/stormtrooper Zero/few shot learning components for scikit-learn pipelines with LLMs and...	23	Experimental	19	Python
19	emrecncelik/zeroshot-turkish Evaluation of zero-shot classification models on Turkish datasets.	22	Experimental	1	Jupyter Notebook
20	Moeinh77/Virus-DNA-classification-BERT Classification of 6 viruses including covid-19 based on their DNA sequences...	22	Experimental	18	Jupyter Notebook
21	AndreiRoibu/Transformer-Classifiers This repository contains NLP classification models built with the Hugging...	22	Experimental	—	Jupyter Notebook
22	HamzaG737/Sentence-segmentation Distilbert model for sentence segmentation.	22	Experimental	1	Jupyter Notebook
23	wellcometrust/grant_hrcs_tagger Classifier model for tagging research grants with HRCS Health Category and...	22	Experimental	—	Jupyter Notebook
24	HamidrezaGholamrezaei/LLM-Text-Classification-with-RoBERTa A project demonstrating the use of Large Language Models (LLMs) for text...	21	Experimental	8	Python
25	subhasisj/FastAPI-Streamlit-Docker-NLP Text Classification model deployment using FastAPI, Streamlit and Docker Compose	21	Experimental	14	Jupyter Notebook
26	MalihehIzadi/catiss CatIss is an intelligent tool for automatic categorization of issue reports...	21	Experimental	11	Jupyter Notebook
27	rasyosef/amharic-news-category-classification notebooks to finetune `bert-small-amharic`, `bert-mini-amharic`, and...	21	Experimental	11	Jupyter Notebook
28	cronenberg64/SciBERT-CTFT SciBERT-based scientific abstract classification using SetFit framework with...	20	Experimental	1	Python
29	James-Crockett/Support-Ticket-Auto-Triage An automated ticket classification system using NLP. Compares traditional...	20	Experimental	1	Jupyter Notebook
30	jankstar/pydocu fastapi server for classification of documents and extraction of data	20	Experimental	1	Python
31	JuliusScheuerer/nlp-job-classifier Text classification with fine-tuned DistilBERT — FastAPI + Streamlit	20	Experimental	1	Python
32	snevil/news-article-classification-robust-ensembles A robust news article classification system combines a two-stage linear...	19	Experimental	—	Jupyter Notebook
33	christophermoverton/scientific-multilabel-classification This project compares unsupervised topic modeling and supervised...	19	Experimental	—	Jupyter Notebook
34	VatsalThakkar1326/zero_shot_classification_accuracy_matrix A Python library and web app for finding optimal tag wordings in zero-shot...	19	Experimental	—	Jupyter Notebook
35	matteosisti/news-article-classification-robust-ensembles A robust news article classification system combines a two-stage linear...	19	Experimental	—	Jupyter Notebook
36	ali-sdg/bert-sentiment-classifier Fine-tuned DistilBERT for news classification - trained on AG News, deployed...	19	Experimental	—	Jupyter Notebook
37	sina90alz/intent-classifier-distilbert A production-ready Intent Classification service built with DistilBERT,...	19	Experimental	—	Python
38	tk-yasuno/equipment_ner_mvp 🏭 Industrial Equipment Classification AI - 78.57% Accuracy with DistilBERT + LoRA	19	Experimental	—	Python
39	TirendazAcademy/Bert-Text-Classification-Gradio-App End-to-end text classification project with Transformers, Comet ML, and Gradio	18	Experimental	5	Jupyter Notebook
40	Dansoko22md/covid19-classification 🦠 Analyze & classify COVID-19 research papers with AI. Semantic search...	16	Experimental	1	Jupyter Notebook
41	Kor4yz/Classification-of-emails Email classification with classic ML and modern NLP (LSTM/BERT): training,...	15	Experimental	—	Jupyter Notebook
42	hjshah142/BERT-Fine-Tuning-Software-Requirements-Classification Fine-tuning a pre-trained model using the Transformers library (Bert) on...	15	Experimental	2	Jupyter Notebook
43	Emart29/ecommerce-product-classifier Production-ready NLP classifier: fine-tuned DistilBERT across 19 e-commerce ...	15	Experimental	1	Jupyter Notebook
44	VasilisStavrianoudakis/Contrastive-Learning-Based-Text-Classification A Supercharged two-phase transformers based text classification training...	14	Experimental	—	Jupyter Notebook
45	MayuriKawale/legal-text-classifier Multi-label legal text classifier fine-tuned on ECtHR cases using DistilBERT.	14	Experimental	—	Jupyter Notebook
46	jaychampaneri14/text-classifier Multi-label text classification with fine-tuned DistilBERT	14	Experimental	—	Python
47	khalidm31415/fastapi-transformers-zsl Zero-shot learning text classification web app with FastAPI backend	14	Experimental	1	JavaScript
48	kbulutozler/transformers-text-classification using transformers to do text classification.	13	Experimental	10	Jupyter Notebook
49	MeoPBK/Fast_Inference_Classifiers Multilable fast inference classifiers (Ridge Regression and MLP) for NLPs...	12	Experimental	1	Python
50	andreaps96/prompt-injection-classifier Fine-tuned mDeBERTa-v3 binary classifier for prompt injection detection on...	12	Experimental	1	Jupyter Notebook
51	sayanjit082805/NeuralNews Categorize news articles from headlines using fine-tuned DistilBERT.	12	Experimental	1	Jupyter Notebook
52	OthmaneAbder2303/log_classification_system LogPulse: A hybrid log classification engine leveraging Regex, BERT...	12	Experimental	1	Jupyter Notebook
53	ibra-dotcom/banking77-intent-classifier Intent classification for banking queries using DistilBERT (90.8% accuracy)	11	Experimental	—	Python
54	euwalteraugusto/mail-classifier Serviço backend para classificação automática de emails corporativos em...	11	Experimental	—	Python
55	kkrings/fastts Text classification via fastai and transformers	11	Experimental	—	Python
56	NBorow/issue-auto-labeler “Multi-label GitHub issue classifier using a fine-tuned RoBERTa model....	11	Experimental	—	Python
57	amanaser/BERT-Fine-Tuning-for-Document-Classification Fine-tuning BERT for scientific abstract classification into seven...	11	Experimental	—	Jupyter Notebook
58	rbacyln/news-classifier Dynamic News Classifier using Zero-Shot Learning (BART). Classify text into...	11	Experimental	—	Jupyter Notebook
59	dianaro74/News-Classification-NLP Classical TF-IDF based ML models and transformers for multi-class news classification	11	Experimental	—	Jupyter Notebook
60	VasanthPrabahar/NLP_Transformer_for_Software_Bug_Severity_Detection Transformer-based NLP system for automatic software bug severity...	11	Experimental	—	Jupyter Notebook
61	wallukat-simon/Support_Ticket_AI NLP pipeline for classifying customer support tickets into predefined...	11	Experimental	—	Jupyter Notebook
62	egonos/News-Classification An end-to-end ML pipeline for text classification	11	Experimental	—	Jupyter Notebook
63	alikhalajii/bilingual_ticket_classifier Fine-tuning with multilingual transformer models on bilingual customer...	11	Experimental	—	Jupyter Notebook
64	ndminhvn/gender-classification Gender Classification problem - Predict if blog texts are written by male or female	11	Experimental	—	Jupyter Notebook
65	AndreaTribotti/Multi-Label-Story-Classification Comparative analysis of 3 ML models for Multi-Label Story Classification on...	11	Experimental	—	Jupyter Notebook
66	kushalk20/Text-Classification A production-ready FastAPI service that automatically classifies IT support...	11	Experimental	—	HTML
67	TiagoSanti/LID-token-classification Scrap, token classification and model deployment for a selective process.	11	Experimental	—	Python
68	taishan1994/Classification-Factory 以极简的代码实现文本分类，包括二分类、多分类、多标签分类。	10	Experimental	3	Python
69	IanConceicao/Com2Sense-Challenge Applying natural language processing for common sense evaluation.	10	Experimental	1	Python
70	abhimishra91/jarvis-service NLP Service to perform text classification. This is the first part of...	10	Experimental	1	Python
71	mtmiron/cdc-public Files related to the CDC text classification challenge	10	Experimental	1	Python