Text Classification NLP Tools

There are 49 text classification tools tracked. 1 score above 70 (verified tier). The highest-rated is urchade/GLiNER at 79/100 with 2,909 stars. 1 of the top 10 are actively maintained.

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#	Tool	Score	Tier	Stars	Language
1	urchade/GLiNER Generalist and Lightweight Model for Named Entity Recognition (Extract any...	79	Verified	2,909	Python
2	HySonLab/ViDeBERTa ViDeBERTa: A powerful pre-trained language model for Vietnamese, EACL 2023	40	Emerging	58	Jupyter Notebook
3	lgalke/text-clf-baselines WideMLP for Text Classification	39	Emerging	29	Python
4	stccenter/Comparative-Analysis-of-BERT-and-GPT-for-Classifying-Crisis-News-with-Sudan-Conflict-as-an-Example Comparative Analysis of BERT and GPT for Conflict-Related Multiclass Label...	35	Emerging	1	Jupyter Notebook
5	NLP-AI-Wizards/clef2025-checkthat Challenge to distinguish whether a sentence from a news article expresses...	32	Emerging	2	Jupyter Notebook
6	NoisyStudents/NoisyABSA Domain generalization on Aspect Based Sentiment Analysis (ABSA) task via...	31	Emerging	1	Jupyter Notebook
7	geetakudumula/llm-sentiment-analysis-banking-demo BERT-based sentiment analysis of banking feedback using Hugging Face Transformers	29	Experimental	7	—
8	kaoutarDaoudHiri/NLP-based-classification-of-metagenomics-tools https://kaoutardaoudhiri-nlp-based-classification-of-metagen-app-z9o5q6.strea...	29	Experimental	1	Jupyter Notebook
9	acampillos/social-media-nlp Sentiment analysis with pre-trained language models using TweetEval.	27	Experimental	14	Jupyter Notebook
10	ranieri-unimi/depression Extract explainablity from RoBERTa 🪆 ad Born 🐈 while classifying depresson 🎭	24	Experimental	5	Jupyter Notebook
11	EdoardoVaira/Simple-Sentiment-Analysis-Guide A step-by-step guide for performing Sentiment Analysis on Google Play Store...	24	Experimental	5	Jupyter Notebook
12	yarakyrychenko/mumin-classifier Fine-tuning multilingual and English-only (with translated-to-English text)...	23	Experimental	3	Jupyter Notebook
13	GoktugAtes04/Optimized-BERT-Intrusion-Detection-System “OB-IDS (Optimized BERT-based Intrusion Detection System)” presents a...	23	Experimental	2	Jupyter Notebook
14	AxelDlv00/ToxiFrench Benchmarking and enhancing French toxicity detection with Chain-of-Thought...	23	Experimental	2	Jupyter Notebook
15	JamesLYC88/text_classification_baseline_code The code for the ACL 2023 paper "Linear Classifier: An Often-Forgotten...	22	Experimental	19	Python
16	AbineshSivakumar/HyperPartisan_Classification_Using_BERT A hyperpartisan news article classification system using BERT-based...	22	Experimental	1	Jupyter Notebook
17	huseyincenik/streamlit_ner_with_gliner 🔎 NER (Named Entity Recognition) Application with Gliner 🛠️	21	Experimental	1	Python
18	IsmaelMousa/modern-bert-ner A finetuned ModernBERT model for named entity recognition (NER), trained on...	21	Experimental	—	Jupyter Notebook
19	VIVPM/log-classification-system Log classification using hybrid classification framework	21	Experimental	—	Jupyter Notebook
20	giumatt/Sentiment-Analysis-for-a-Smart-Museum A sentiment analysis system for smart museums that detects and visualizes...	21	Experimental	—	Java
21	directtt/nlp-wine-reviews-prediction NLP text classification project which aims to predict wine reviews scores...	21	Experimental	1	Jupyter Notebook
22	MortadhaMannai/BERT-Neural-Language-Interface-Explainability-Explorer Welcome to the Neural Language Interface (NLI) Explain project! This...	19	Experimental	4	Jupyter Notebook
23	DariusBotusanu/RoFinBert A romanian version of BERT, Distil-BERT-base-ro, fine-tuned for Sentiment...	19	Experimental	3	Jupyter Notebook
24	abhi227070/Fine-Tuning-BERT-for-Text-Classification In the realm of medical research and diagnostics, the classification and...	18	Experimental	2	Jupyter Notebook
25	aminfadaei116/cohere-nlp-challenge Sentence Embedding using Bert model, by using different NLP approaches such...	18	Experimental	2	Jupyter Notebook
26	ismiljanic/SyntaxBase-moderation-microservice A Hybrid Moderation Framework Combining Rule-Based, Transformer-Based and...	17	Experimental	—	Jupyter Notebook
27	UditAkhourii/sentiment-analysis Sentiment Analysis powered by Functions API	17	Experimental	1	Python
28	hriaz17/ELLEN Code for the paper "ELLEN: Extremely Lightly Supervised Learning For...	17	Experimental	1	—
29	Fabbernat/-ARCHIVE-Peternity Flask-alapú webalkalmazás, amely megvizsgálja, hogy a word-in-context...	17	Experimental	1	Python
30	MauroCE/BBCTopicModeling Unsupervised Topic Modeling via BERTopic	13	Experimental	—	Jupyter Notebook
31	chirindaopensource/media_narrative_evolution_analysis A Python implementation of hybrid Dynamic Topic Models and Large Language...	13	Experimental	—	Jupyter Notebook
32	villacampaporta/climateBERT-analysis Natural Language Processing (NLP) analysis of climate-related corporate...	13	Experimental	—	Jupyter Notebook
33	dkeyGit/Relevance-Classifier A microservice for the automatic classification of online feedback sentences...	13	Experimental	—	Jupyter Notebook
34	codebywiam/reddit-topic-modeling This project aims to uncover underlying themes and topics within posts from...	13	Experimental	—	Jupyter Notebook
35	gromdimon/LongCovid Analysis of long covid symptoms from Twitter data using BERT	13	Experimental	2	Jupyter Notebook
36	sbelharbi/feature-vs-text-compound-emotion Textualized and Feature-based Models for Compound Multimodal Emotion...	12	Experimental	5	Python
37	leizhao150/sentiment_classification 情感分类（六分类）	12	Experimental	7	Python
38	injamul3798/Fine-Tuning-BERT-for-E-commerce-Text-Classification-A-Multi-category-Approach In this Kaggle project, we leverage the power of the BERT (Bidirectional...	12	Experimental	5	Jupyter Notebook
39	anggapark/sentiment-provider-app End-to-end Sentiment analysis project using natural language processing...	11	Experimental	—	Jupyter Notebook
40	ArchitJ6/Log-Classification-System A hybrid log classification system integrating Regex ✅, BERT + Logistic...	11	Experimental	—	Jupyter Notebook
41	despinoza119/EDA_and_NLP_test Developed within a Jupyter notebook, this project encompasses a...	11	Experimental	—	Jupyter Notebook
42	HealthyData-Hub/Predicting-Sentiment-Based-on-Drug-Product-User-Reviews-for-Informed-Decision-Making-Part-2 Review sentiment based on drug user reviews text/ dataset, using a...	11	Experimental	—	Jupyter Notebook
43	Katashynskyi/multiclass_NER_LLM_UKR It takes long texts in UKR and extract 13 classes of entities. Based on...	11	Experimental	—	Jupyter Notebook
44	SURESHBEEKHANI/spam-detection Spam detection employs machine learning and NLP to identify and filter out...	11	Experimental	4	HTML
45	hananaq/Arabic-Tweet-Classification-MARBERT the following notebook is to train MARBERT Model for Arabic tweet classification	11	Experimental	—	Jupyter Notebook
46	Karlex1/Sentiment-analysis Sentiment-Analysis-with-llm	11	Experimental	1	Jupyter Notebook
47	HussainM899/text-classification-FastAPI-Docker-HF This repository houses code for a Text Classification API built with...	10	Experimental	2	Shell
48	BNTechie/Implementation-of-Large-Language-Model Implementation of Large Language Model in NER, text summarization, sentimen...	10	Experimental	2	Jupyter Notebook
49	zaid-24/Twitter-Sentiment-Analysis Twitter Sentiment Analysis Using Bidirectional-LSTM Model	10	Experimental	2	Jupyter Notebook

Comparisons in this category

GLiNER and streamlit_ner_with_gliner (79 vs 21)