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 56 text classification nlp frameworks tracked. 4 score above 50 (established tier). The highest-rated is castorini/hedwig at 51/100 with 596 stars.

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#	Framework	Score	Tier	Stars	Language
1	castorini/hedwig PyTorch deep learning models for document classification	51	Established	596	Python
2	AnubhavGupta3377/Text-Classification-Models-Pytorch Implementation of State-of-the-art Text Classification Models in Pytorch	51	Established	491	Python
3	inspirehep/magpie Deep neural network framework for multi-label text classification	51	Established	688	Python
4	kk7nc/Text_Classification Text Classification Algorithms: A Survey	51	Established	1,832	Python
5	InseeFrLab/torchTextClassifiers A unified framework for text classification in PyTorch.	47	Emerging	21	Python
6	davidberenstein1957/classy-classification This repository contains an easy and intuitive approach to few-shot...	46	Emerging	220	Python
7	geniusai-research/Text-Classification Text Classification through CNN, RNN & HAN using Keras	42	Emerging	238	Jupyter Notebook
8	dayyass/text-classification-baseline Pipeline for fast building text classification TF-IDF + LogReg baselines.	41	Emerging	62	Python
9	riejohnson/ConText ConText v4: Neural networks for text categorization	40	Emerging	122	C++
10	Owaiskhan9654/Multi-Label-Classification-of-Pubmed-Articles The traditional machine learning models give a lot of pain when we do not...	40	Emerging	21	Jupyter Notebook
11	TranTungDuong1611/CTAI_MachineLearning_Project A comprehensive news aggregation and text analysis system that leverages...	36	Emerging	6	Python
12	rizkysaputradev/Politeness-Rewriters A Classifier-Guided Politeness Rewriting via Controlled Text Generation...	34	Emerging	3	Python
13	WECENG/bert-pytorch 基于BERT预训练模型使用pythorch训练文本分类模型	29	Experimental	18	Jupyter Notebook
14	soumik12345/multi-label-text-classification A multi-label text classifier to predict the subject areas of arXiv papers...	29	Experimental	18	Jupyter Notebook
15	rockerritesh/maithili-news Maithili-news-gnews is a project aimed at automating the fetching of news...	29	Experimental	3	Jupyter Notebook
16	kasrahabib/software-re-classifier Software requirements classification models for functional and...	29	Experimental	1	—
17	trannguyenhan/preprocessing-data Tiền xử lý dữ liệu tiếng Việt với 4 bước	29	Experimental	14	Jupyter Notebook
18	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,...	28	Experimental	33	Python
19	Sameeksharajsb/20-Newsgroup-Dataset-Analysis An NLP project that compares different approaches to document representation...	26	Experimental	6	Jupyter Notebook
20	mfaizan-ai/sentence-classification Implementation of classification of grammatically correct sentences and...	24	Experimental	5	Jupyter Notebook
21	pratik-choudhari/Intent-classification-using-python Imbalanced Intent classification model with deployment	23	Experimental	4	JavaScript
22	xander1450/supervised_learning_baf This project is a production-ready text classification system built using...	22	Experimental	—	Python
23	LyeZinho/tweet-classifyer 🐤A simple tweet classifyer with deep learning. That find diferences between...	22	Experimental	2	JavaScript
24	angelsomo/retail-title-classifier Classical NLP pipeline for classifying noisy retail product titles using...	22	Experimental	—	Python
25	CuratedNews/headlinesclassifier This repository allows Curated News users to see how our open source news...	22	Experimental	2	CSS
26	sthsuyash/Nepali-news-portal News portal for nepali community with devnagari scripts combined with...	21	Experimental	1	JavaScript
27	NhanPhamThanh-IT/ML-Article-Classifier 🧠 ML-Article-Classifier is a modular Python project for classifying articles...	21	Experimental	16	Jupyter Notebook
28	muqadasejaz/Classifying-Newswires This project classifies Reuters newswires into 46 topics using a neural...	20	Experimental	4	Jupyter Notebook
29	kstrassheim/active-learning-with-deep-learning-for-nlp We present our concept of a new type of Active-Learning for Deep Learning...	20	Experimental	6	Jupyter Notebook
30	arasgungore/multiclass-classification-using-ensemble-learning Two ensemble models made from ensembles of LightGBM and CNN for a multiclass...	20	Experimental	5	Jupyter Notebook
31	ekramasif/AI-Lab-Final-Project Improving News Classification Model Using Support Vector Machine and Naive Bayes	20	Experimental	8	Jupyter Notebook
32	TheBrunno/text-classifier this is a simple ML for classifying texts and sentences.	19	Experimental	3	Jupyter Notebook
33	Aieyup/TurkishTextClassification Turkis Text Clasification	19	Experimental	3	Jupyter Notebook
34	cricksmaidiene/snowplough 🏂 A machine learning model that performs topic classification of news...	19	Experimental	3	HTML
35	devdogukan/turkish-news-classification Turkish News Classification	17	Experimental	1	Jupyter Notebook
36	DrKenReid/Generalized-Analysis-of-Text-Data A comprehensive toolkit for analyzing text data using various AI and NLP...	17	Experimental	1	Jupyter Notebook
37	SepAbs/Persian-Author-Identification-by-BERT Fine-tuned ParsBERT for Persian text author classification with 5-fold...	15	Experimental	1	—
38	eriostre/News-Articles-Classification-by-MLP-in-PySpark This project provides a solution for the classification of news articles...	14	Experimental	—	Jupyter Notebook
39	ThanhNg224/Scrape-Classify Collected 60,000 Vietnamnet articles, preprocessed the data, and trained a...	14	Experimental	5	Jupyter Notebook
40	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
41	Sanny-sideup/tfidf-text-classification Developed an end-to-end supervised text classification pipeline using TF-IDF...	14	Experimental	—	Jupyter Notebook
42	pramiti-basu/nlp-text-classification NLP text classification using Python with preprocessing, feature extraction,...	14	Experimental	—	Jupyter Notebook
43	jitensikka/News-SDG-Classifier ML project for SDG-based news classification using NLP	14	Experimental	—	Python
44	mohamed-elkholy95/text-classification Multi-model text classification with TF-IDF, embeddings, SVM, logistic...	14	Experimental	—	Python
45	Weronikaa2001/Classification-of-Biomedical-Publication-Types-Using-Transformer-Based-LLMs NLP project applying transformer-based LLMs to classify biomedical...	13	Experimental	—	Jupyter Notebook
46	joshuaWang-bit/Textclassification-pytorch 练习, 基于torchtext，huggingface，pytorch，在一个中文多分类任务和一个英文二分类任务上实验了TextCNN，BERT和XLnet三个模型。	13	Experimental	9	Jupyter Notebook
47	s2e-lab/BERT-Based-GitHub-Issue-Classification Source code for the paper titled 'BERT-Based GitHub Issue Report Classification'.	12	Experimental	8	Jupyter Notebook
48	Strifee/Sentiment_analysis Sentiment Classifier built with Bert and Pytorch	12	Experimental	6	Jupyter Notebook
49	LinggarM/News-Category-Classification-using-TF-IDF-Vectorizer-and-Multinomial-Naive-Bayes News Category Classification using TF-IDF Vectorizer and Multinomial Naive...	11	Experimental	—	Jupyter Notebook
50	Mohshaikh23/Consumer-Complaint-Classification Consumer Complaint Classification using SGD Classifier	11	Experimental	—	—
51	muhammadravi251001/medical-text-classification Code for a multi-label text classification model for medical inquiry...	11	Experimental	—	Python
52	SayamAlt/Luxury-Apparel-Product-Category-Classification-using-fine-tuned-DistilBERT Successfully developed a multiclass text classification model by fine-tuning...	11	Experimental	—	Jupyter Notebook
53	Eric-Oliveira-ds/POC-NLP-Streamlit-Spacy Prova de conceito utilizando técnicas de NLP para problemas de...	11	Experimental	—	Jupyter Notebook
54	ycvogt/machine_learning Classifying BBC Texts into Genres	11	Experimental	—	Jupyter Notebook
55	CoreyJness/studybot_da_capstone Model training to classify question difficulty by grade level, aligned with...	10	Experimental	2	Jupyter Notebook
56	ArevikKH/Relation-Classification-TFIDF-RandomForest A relation classification system using TF-IDF and Random Forest. It...	10	Experimental	1	Jupyter Notebook