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 60 text classification transformers models tracked. 1 score above 50 (established tier). The highest-rated is lonePatient/Bert-Multi-Label-Text-Classification at 51/100 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...	51	Established	924	Python
2	mim-solutions/bert_for_longer_texts BERT classification model for processing texts longer than 512 tokens. Text...	47	Emerging	146	Python
3	OctoberChang/X-Transformer X-Transformer: Taming Pretrained Transformers for eXtreme Multi-label Text...	46	Emerging	142	C++
4	QData/LaMP ECML 2019: Graph Neural Networks for Multi-Label Classification	44	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）	42	Emerging	203	Python
6	a-tokyo/ai-zero-shot-classifier 🧠 leverage advanced AI embeddings to perform multilingual zero-shot text...	42	Emerging	12	TypeScript
7	GT4SD/zero-shot-bert-adapters Implementation of Z-BERT-A: a zero-shot pipeline for unknown intent detection.	41	Emerging	44	Python
8	osainz59/Ask2Transformers A Framework for Textual Entailment based Zero Shot text classification	38	Emerging	153	Python
9	litus-ai/classy classy is a simple-to-use library for building high-performance Machine...	37	Emerging	87	Python
10	datatrigger/nlp_hugging_face Text classification with the transformers library from Hugging Face, by...	34	Emerging	3	Jupyter Notebook
11	krishnapriya-18/COVID-19-Tweet-Classification-using-Roberta-and-Bert-Simple-Transformers Rank 1 / 216	33	Emerging	28	Jupyter Notebook
12	loretoparisi/bert_text_classifier Text Classification with BERT	33	Emerging	8	Jupyter Notebook
13	Living-with-machines/genre-classification Jupyter book showing how to build an ML powered book genre classifier	32	Emerging	13	Jupyter Notebook
14	systems-genomics-lab/deeptaxa A deep learning framework for hierarchical taxonomy classification of 16S...	32	Emerging	9	Python
15	seanbenhur/resusable_text_classification_template A complete reusable pipeline for text classification using different...	30	Emerging	6	Python
16	centre-for-humanities-computing/stormtrooper Zero/few shot learning components for scikit-learn pipelines with LLMs and...	30	Emerging	19	Python
17	Moeinh77/Virus-DNA-classification-BERT Classification of 6 viruses including covid-19 based on their DNA sequences...	29	Experimental	18	Jupyter Notebook
18	emrecncelik/zeroshot-turkish Evaluation of zero-shot classification models on Turkish datasets.	29	Experimental	1	Jupyter Notebook
19	HamzaG737/Sentence-segmentation Distilbert model for sentence segmentation.	29	Experimental	1	Jupyter Notebook
20	HamidrezaGholamrezaei/LLM-Text-Classification-with-RoBERTa A project demonstrating the use of Large Language Models (LLMs) for text...	28	Experimental	8	Python
21	rasyosef/amharic-news-category-classification notebooks to finetune `bert-small-amharic`, `bert-mini-amharic`, and...	28	Experimental	11	Jupyter Notebook
22	MalihehIzadi/catiss CatIss is an intelligent tool for automatic categorization of issue reports...	28	Experimental	11	Jupyter Notebook
23	subhasisj/FastAPI-Streamlit-Docker-NLP Text Classification model deployment using FastAPI, Streamlit and Docker Compose	28	Experimental	14	Jupyter Notebook
24	jankstar/pydocu fastapi server for classification of documents and extraction of data	27	Experimental	1	Python
25	JuliusScheuerer/nlp-job-classifier Text classification with fine-tuned DistilBERT — FastAPI + Streamlit	27	Experimental	1	Python
26	TirendazAcademy/Bert-Text-Classification-Gradio-App End-to-end text classification project with Transformers, Comet ML, and Gradio	25	Experimental	5	Jupyter Notebook
27	cronenberg64/SciBERT-CTFT SciBERT-based scientific abstract classification using SetFit framework with...	24	Experimental	1	Python
28	hjshah142/BERT-Fine-Tuning-Software-Requirements-Classification Fine-tuning a pre-trained model using the Transformers library (Bert) on...	22	Experimental	2	Jupyter Notebook
29	sina90alz/intent-classifier-distilbert A production-ready Intent Classification service built with DistilBERT,...	21	Experimental	—	Python
30	tk-yasuno/equipment_ner_mvp 🏭 Industrial Equipment Classification AI - 78.57% Accuracy with DistilBERT + LoRA	21	Experimental	—	Python
31	wellcometrust/grant_hrcs_tagger Classifier model for tagging research grants with HRCS Health Category and...	21	Experimental	—	Jupyter Notebook
32	VatsalThakkar1326/zero_shot_classification_accuracy_matrix A Python library and web app for finding optimal tag wordings in zero-shot...	21	Experimental	—	Jupyter Notebook
33	khalidm31415/fastapi-transformers-zsl Zero-shot learning text classification web app with FastAPI backend	21	Experimental	1	JavaScript
34	AndreiRoibu/Transformer-Classifiers This repository contains NLP classification models built with the Hugging...	21	Experimental	—	Jupyter Notebook
35	snevil/news-article-classification-robust-ensembles A robust news article classification system combines a two-stage linear...	21	Experimental	—	Jupyter Notebook
36	kbulutozler/transformers-text-classification using transformers to do text classification.	20	Experimental	10	Jupyter Notebook
37	matteosisti/news-article-classification-robust-ensembles A robust news article classification system combines a two-stage linear...	19	Experimental	—	Jupyter Notebook
38	MeoPBK/Fast_Inference_Classifiers Multilable fast inference classifiers (Ridge Regression and MLP) for NLPs...	18	Experimental	1	Python
39	OthmaneAbder2303/log_classification_system LogPulse: A hybrid log classification engine leveraging Regex, BERT...	18	Experimental	1	Jupyter Notebook
40	mtmiron/cdc-public Files related to the CDC text classification challenge	17	Experimental	1	Python
41	abhimishra91/jarvis-service NLP Service to perform text classification. This is the first part of...	17	Experimental	1	Python
42	IanConceicao/Com2Sense-Challenge Applying natural language processing for common sense evaluation.	17	Experimental	1	Python
43	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。	14	Experimental	3	Python
44	andreaps96/prompt-injection-classifier Fine-tuned mDeBERTa-v3 binary classifier for prompt injection detection on...	14	Experimental	1	Jupyter Notebook
45	alikhalajii/bilingual_ticket_classifier Fine-tuning with multilingual transformer models on bilingual customer...	13	Experimental	—	Jupyter Notebook
46	TiagoSanti/LID-token-classification Scrap, token classification and model deployment for a selective process.	13	Experimental	—	Python
47	AndreaTribotti/Multi-Label-Story-Classification Comparative analysis of 3 ML models for Multi-Label Story Classification on...	13	Experimental	—	Jupyter Notebook
48	NBorow/issue-auto-labeler “Multi-label GitHub issue classifier using a fine-tuned RoBERTa model....	13	Experimental	—	Python
49	VasanthPrabahar/NLP_Transformer_for_Software_Bug_Severity_Detection Transformer-based NLP system for automatic software bug severity...	13	Experimental	—	Jupyter Notebook
50	VasilisStavrianoudakis/Contrastive-Learning-Based-Text-Classification A Supercharged two-phase transformers based text classification training...	13	Experimental	—	Jupyter Notebook
51	Vidhi1290/Multi-Class-Text-Classification-using-BERT-Model Predict consumer financial product categories using BERT, based on over two...	12	Experimental	8	Jupyter Notebook
52	abir0/Manuscript-Matcher A multi-label text classification project to classify the category of...	11	Experimental	—	Jupyter Notebook
53	mmuratardag/MoralFoundationsClassifier_JNB The code used to train a multi-label classification model guided by the MFT.	11	Experimental	—	Jupyter Notebook
54	NasrinRipa/Multilabel-Book-Genre-Cover-Hues A multi-label text classifier model which can suggest cover page colors...	11	Experimental	—	Jupyter Notebook
55	0xjgv/zero-shot-labeler A lite zero-shot labeler	11	Experimental	—	Python
56	JaspreetSingh-exe/Personality-Prediction-Using-Deep-Learning The project aims to predict MBTI personality types based on text data using...	11	Experimental	—	Jupyter Notebook
57	Amir-mjafari/ecommerce-classification I used Keras library to train a Convolutional Neural Network Model to...	11	Experimental	—	Jupyter Notebook
58	XabierGA/pfamClassifier Protein family classification models	11	Experimental	3	Jupyter Notebook
59	elsheikh21/cross-natural-language-inference ZeroShot XNLI	10	Experimental	2	Python
60	nainiayoub/text-classification-pipeline-app a mini zero-shot text classification implementation using streamlit and transformers	10	Experimental	2	Python

Comparisons in this category

Bert-Multi-Label-Text-Classification and BertClassifier (51 vs 42)