Text Classification NLP ML Frameworks

Machine learning projects for categorizing text documents into predefined classes or topics using NLP techniques. Includes fine-tuned language models, feature extraction, and multi-class classification systems. Does NOT include sentiment analysis, language identification as primary goal, or general NLP preprocessing tools.

There are 55 text classification nlp frameworks tracked. The highest-rated is davidberenstein1957/classy-classification at 45/100 with 220 stars and 650 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	davidberenstein1957/classy-classification This repository contains an easy and intuitive approach to few-shot...	45	Emerging	220	Python
2	kk7nc/Text_Classification Text Classification Algorithms: A Survey	44	Emerging	1,832	Python
3	InseeFrLab/torchTextClassifiers A unified framework for text classification in PyTorch.	44	Emerging	21	Python
4	inspirehep/magpie Deep neural network framework for multi-label text classification	44	Emerging	688	Python
5	AnubhavGupta3377/Text-Classification-Models-Pytorch Implementation of State-of-the-art Text Classification Models in Pytorch	44	Emerging	491	Python
6	castorini/hedwig PyTorch deep learning models for document classification	44	Emerging	596	Python
7	dayyass/text-classification-baseline Pipeline for fast building text classification TF-IDF + LogReg baselines.	38	Emerging	62	Python
8	geniusai-research/Text-Classification Text Classification through CNN, RNN & HAN using Keras	35	Emerging	238	Jupyter Notebook
9	Owaiskhan9654/Multi-Label-Classification-of-Pubmed-Articles The traditional machine learning models give a lot of pain when we do not...	33	Emerging	21	Jupyter Notebook
10	riejohnson/ConText ConText v4: Neural networks for text categorization	33	Emerging	122	C++
11	rizkysaputradev/Politeness-Rewriters A Classifier-Guided Politeness Rewriting via Controlled Text Generation...	30	Emerging	3	Python
12	uscensusbureau/BEACON Business Establishment Automated Classification of NAICS	30	Emerging	6	Python
13	TranTungDuong1611/CTAI_MachineLearning_Project A comprehensive news aggregation and text analysis system that leverages...	30	Emerging	6	Python
14	AlexandreSajus/Intent-Classification A benchmark of different approaches on the task of Intent Classification	26	Experimental	5	Jupyter Notebook
15	Kadam-Tushar/Issue-Classifier GitHub Issue Classification Using BERT-Style Models	26	Experimental	6	Jupyter Notebook
16	rockerritesh/maithili-news Maithili-news-gnews is a project aimed at automating the fetching of news...	25	Experimental	3	Jupyter Notebook
17	sitammeur/ClassyText ClassyText is a demo for zero-shot text classification using...	23	Experimental	6	Python
18	soumik12345/multi-label-text-classification A multi-label text classifier to predict the subject areas of arXiv papers...	22	Experimental	18	Jupyter Notebook
19	trannguyenhan/preprocessing-data Tiền xử lý dữ liệu tiếng Việt với 4 bước	22	Experimental	14	Jupyter Notebook
20	WECENG/bert-pytorch 基于BERT预训练模型使用pythorch训练文本分类模型	22	Experimental	18	Jupyter Notebook
21	angelsomo/retail-title-classifier Classical NLP pipeline for classifying noisy retail product titles using...	22	Experimental	—	Python
22	Yahya222F/MuseumLangID---Model-for-Identifying-the-Language-of-Texts-for-a-Museum 🌍 Identify museum text languages automatically using TF-IDF and Multinomial...	22	Experimental	—	Jupyter Notebook
23	xander1450/supervised_learning_baf This project is a production-ready text classification system built using...	22	Experimental	—	Python
24	kasrahabib/software-re-classifier Software requirements classification models for functional and...	22	Experimental	1	—
25	hziheng/Machine-learning-project-for-text-classification 基于pytorch框架，针对文本分类的机器学习项目，集成多种算法(xgboost, lstm, bert,...	21	Experimental	33	Python
26	Sameeksharajsb/20-Newsgroup-Dataset-Analysis An NLP project that compares different approaches to document representation...	19	Experimental	6	Jupyter Notebook
27	mfaizan-ai/sentence-classification Implementation of classification of grammatically correct sentences and...	17	Experimental	5	Jupyter Notebook
28	pratik-choudhari/Intent-classification-using-python Imbalanced Intent classification model with deployment	16	Experimental	4	JavaScript
29	CuratedNews/headlinesclassifier This repository allows Curated News users to see how our open source news...	15	Experimental	2	CSS
30	nicksenger/candle-token-classification Token Classification for BERT-like models via Candle	15	Experimental	2	Rust
31	NhanPhamThanh-IT/ML-Article-Classifier 🧠 ML-Article-Classifier is a modular Python project for classifying articles...	15	Experimental	16	Jupyter Notebook
32	expertailab/An-Empirical-study-on-Pre-trained-Embeddings-and-Language-Models-for-Bot-Detection Code used in An Empirical study on Pre-trained Embeddings and Language...	15	Experimental	1	Jupyter Notebook
33	mmaguero/josa-corpus Jopara (Guarani-dominant mixed with Spanish) sentiment analysis corpus	15	Experimental	7	—
34	LyeZinho/tweet-classifyer 🐤A simple tweet classifyer with deep learning. That find diferences between...	15	Experimental	2	JavaScript
35	Mahesh3394/Text-Classification-Using-CNN Text classification using Convolutional Neural Networks (CNNs) is a popular...	14	Experimental	7	Jupyter Notebook
36	sthsuyash/Nepali-news-portal News portal for nepali community with devnagari scripts combined with...	14	Experimental	1	JavaScript
37	jitensikka/News-SDG-Classifier ML project for SDG-based news classification using NLP	14	Experimental	—	Python
38	fatou29-kine/Hierarchical-Text-Classification-using-Kernel-Methods-for-Natural-Language-Processing Hierarchical Text Classification on Web of Science (WOS) dataset using...	14	Experimental	—	Jupyter Notebook
39	Sanny-sideup/tfidf-text-classification Developed an end-to-end supervised text classification pipeline using TF-IDF...	14	Experimental	—	Jupyter Notebook
40	pramiti-basu/nlp-text-classification NLP text classification using Python with preprocessing, feature extraction,...	14	Experimental	—	Jupyter Notebook
41	mohamed-elkholy95/text-classification Multi-model text classification with TF-IDF, embeddings, SVM, logistic...	14	Experimental	—	Python
42	eriostre/News-Articles-Classification-by-MLP-in-PySpark This project provides a solution for the classification of news articles...	14	Experimental	—	Jupyter Notebook
43	muqadasejaz/Classifying-Newswires This project classifies Reuters newswires into 46 topics using a neural...	14	Experimental	4	Jupyter Notebook
44	guilhermeprincipal123-lang/NarrowMind-S2 🔍 Analyze text efficiently with this statistical language model, delivering...	14	Experimental	—	JavaScript
45	Er-Robinson/Document-Classification-using-Longformer Long Document Classification using Longformer \| Transformer-based NLP system...	14	Experimental	—	Jupyter Notebook
46	ekramasif/AI-Lab-Final-Project Improving News Classification Model Using Support Vector Machine and Naive Bayes	13	Experimental	8	Jupyter Notebook
47	kstrassheim/active-learning-with-deep-learning-for-nlp We present our concept of a new type of Active-Learning for Deep Learning...	13	Experimental	6	Jupyter Notebook
48	arasgungore/multiclass-classification-using-ensemble-learning Two ensemble models made from ensembles of LightGBM and CNN for a multiclass...	13	Experimental	5	Jupyter Notebook
49	tahmidmir/Sentiment-Analysis-with-BERT-and-Explainable-AI-XAI- This project includes a Jupyter Notebook that performs sentiment analysis...	13	Experimental	5	Jupyter Notebook
50	Aieyup/TurkishTextClassification Turkis Text Clasification	12	Experimental	3	Jupyter Notebook
51	TheBrunno/text-classifier this is a simple ML for classifying texts and sentences.	12	Experimental	3	Jupyter Notebook
52	cricksmaidiene/snowplough 🏂 A machine learning model that performs topic classification of news...	12	Experimental	3	HTML
53	Weronikaa2001/Classification-of-Biomedical-Publication-Types-Using-Transformer-Based-LLMs NLP project applying transformer-based LLMs to classify biomedical...	11	Experimental	—	Jupyter Notebook
54	DrKenReid/Generalized-Analysis-of-Text-Data A comprehensive toolkit for analyzing text data using various AI and NLP...	10	Experimental	1	Jupyter Notebook
55	devdogukan/turkish-news-classification Turkish News Classification	10	Experimental	1	Jupyter Notebook