Traditional ML Text Classification NLP Tools

Tools implementing classical machine learning approaches (scikit-learn, naive bayes, SVM, TF-IDF vectorization) for text classification tasks. Does NOT include deep learning methods, neural networks, or transformer-based models like BERT.

There are 44 traditional ml text classification tools tracked. The highest-rated is giacbrd/ShallowLearn at 48/100 with 198 stars and 12 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	giacbrd/ShallowLearn An experiment about re-implementing supervised learning models based on...	48	Emerging	198	Python
2	Wluper/edm Python package for understanding the difficulty of text classification...	46	Emerging	64	Python
3	javedsha/text-classification Machine Learning and NLP: Text Classification using python, scikit-learn and NLTK	44	Emerging	293	Jupyter Notebook
4	fendouai/Awesome-Text-Classification Awesome-Text-Classification Projects,Papers,Tutorial .	39	Emerging	175	—
5	chicago-justice-project/article-tagging Natural Language Processing of Chicago news articles	39	Emerging	51	Jupyter Notebook
6	Pritishsingla/nbsvm_sklearn Scikit-learn style wrapper for the NBSVM algorithm for text classification	35	Emerging	6	Python
7	opennlp/Large-Scale-Text-Classification Large Scale benchmarking of state of the art text vectorizers	35	Emerging	7	Python
8	eannefawcett/lexile-determination-v2 NLP to classify a text's lexile level	34	Emerging	44	Jupyter Notebook
9	FelixHo/Text-Classification-Benchmark 文本分类基准测试	33	Emerging	25	Python
10	scotthlee/document-classification Simple command-line scripts for document classification	31	Emerging	21	Python
11	amankedia/Question-Classification Classifying questions from UIUC's CogComp QC Dataset	30	Emerging	13	Jupyter Notebook
12	akshaybhatia10/Book-Genre-Classification Classification of books based on titles without prior knowledge of context or author	29	Experimental	60	Jupyter Notebook
13	uosdmlab/playdata-zeppelin-notebook Zeppelin 화재 뉴스 기사 분류 예제	28	Experimental	54	—
14	lpq29743/text_classification Text classification models (including traditional machine learning methods...	28	Experimental	8	Python
15	cahya-wirawan/text-classification Text Classification engine using several algorithms in machine learning	28	Experimental	11	Python
16	cair/TextUnderstandingTsetlinMachine Using the Tsetlin Machine to learn human-interpretable rules for...	27	Experimental	51	Cuda
17	p-karisani/self_pretraining A classification model	26	Experimental	21	Python
18	Authentic10/daxmod A Python toolbox for text classification	23	Experimental	2	Python
19	dwulff/text2sdg Detect UN Sustainable Development Goals in Text	23	Experimental	23	R
20	UNDP-Data/dsc-sdgi-corpus Model benchmarks on SDGi Corpus, a multilingual dataset for text...	22	Experimental	7	Python
21	muggin/string-kernels Implementation of the "Text Classification using String Kernels" publication...	21	Experimental	12	OpenEdge ABL
22	kushagra2103/Auto-Tagging-System The project is based on a multi-label classification problem in NLP.	21	Experimental	30	Jupyter Notebook
23	madhurimamandal/Text-classification-into-difficulty-levels Text classification into various reading difficulty levels using various...	21	Experimental	14	Python
24	hlbao/classification_in_CSS The tutorial on scraping, processing, and classification of text-based...	20	Experimental	8	Python
25	swapkh91/Question-Classification Classify questions as - what, when, who, affirmation, unknown	18	Experimental	6	Jupyter Notebook
26	andreaschandra/feature-selection-papers A list of paper feature selection for text classification	17	Experimental	5	—
27	ARUNAGIRINATHAN-K/Text-Classifier-using-NLP_Techniques A Text Classification using NLP Techniques.	16	Experimental	10	Python
28	maty-bohacek/xgboost-vs-gpt4 Official Implementation of the 'When XGBoost Outperforms GPT-4 on Text...	16	Experimental	16	Python
29	tim5go/awesome-one-class-classification A curated list of awesome resources dedicated to One Class Classification.	16	Experimental	17	—
30	RenzeLou/Text-to-Text-Classification Investigating the NLP classification tasks, text-to-text vs. text-to-indices.	16	Experimental	4	Python
31	MJahangeerQureshi/Text-Classification A collection text classification methodologies	16	Experimental	4	Python
32	ZhengZixiang/TCPapers Worth-reading papers and related resources on text classification....	15	Experimental	6	—
33	Qinzhizhou/NLP-Classfication Two NLP assignments for sentiment and topic classfication	14	Experimental	1	Jupyter Notebook
34	nadeeshafdo/text-classifier A simple text classifier for classifying ideas into categories.	14	Experimental	—	Python
35	RussianNLP/TAPE TAPE benchmark	13	Experimental	8	Python
36	atom-zh/SA_Classification Multi Label Classification of short Texts of Science Association 机器学习神经网络...	12	Experimental	3	Python
37	YipingNUS/contextual-eval-dataset Evaluation Dataset for "Bootstrapping Large-Scale Fine-Grained Contextual...	12	Experimental	4	—
38	Mariam-Badr-MB/Book-s-genre Discover hidden micro-genres in books using unsupervised machine learning....	12	Experimental	1	Jupyter Notebook
39	davidetaraborrelli/textkd-p1-clean-prep A very simple baseline for text preprocessing + linear classification with...	11	Experimental	—	Python
40	TextXD/introduction-to-text-classification Introduction to text classification	11	Experimental	—	Jupyter Notebook
41	stepthom/autotext Run AutoML tools on a dataframe with text	11	Experimental	2	Python
42	SupreethRao99/eXtreme-Classification eXtreme Classification, classifying gigabytes of natural language text in minutes	10	Experimental	1	Jupyter Notebook
43	unlbslk/python-easy-text-classification An easy machine learning Python text classification script with scikit-learn	10	Experimental	1	Python
44	mohammad-oghli/Text-Classification Classify text to different categories using trained ML model	10	Experimental	1	Python