Text Classification Sentiment Embedding Tools

Tools and models for classifying text into predefined categories, with emphasis on sentiment analysis, emotion detection, and topic classification tasks. Does NOT include general semantic search, document retrieval, or topic modeling without explicit classification objectives.

There are 79 text classification sentiment tools tracked. 1 score above 50 (established tier). The highest-rated is codelion/adaptive-classifier at 59/100 with 539 stars and 47,099 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	codelion/adaptive-classifier A flexible, adaptive classification system for dynamic text classification	59	Established	539	Python
2	jiegzhan/multi-class-text-classification-cnn Classify Kaggle Consumer Finance Complaints into 11 classes. Build the model...	44	Emerging	426	Python
3	jiegzhan/multi-class-text-classification-cnn-rnn Classify Kaggle San Francisco Crime Description into 39 classes. Build the...	44	Emerging	601	Python
4	cbaziotis/datastories-semeval2017-task4 Deep-learning model presented in "DataStories at SemEval-2017 Task 4: Deep...	42	Emerging	200	Python
5	iamaziz/ar-embeddings Sentiment Analysis for Arabic Text (tweets, reviews, and standard Arabic)...	40	Emerging	95	Python
6	aws-samples/sample-extreme-text-classifier A Python text classifier for large-scale multi-class classification using...	40	Emerging	10	Python
7	EveripediaNetwork/fastc Unattended Lightweight Text Classifiers with LLM Embeddings	38	Emerging	185	Python
8	sismetanin/sentiment-analysis-of-tweets-in-russian Sentiment analysis of tweets in Russian using Convolutional Neural Networks...	37	Emerging	60	Jupyter Notebook
9	lilianweng/stock-rnn Predict stock market prices using RNN model with multilayer LSTM cells +...	36	Emerging	1,973	Python
10	manbilly/article-categorization-ml 📰 Classify news articles with 90.8% accuracy using a production-ready ML...	35	Emerging	1	Jupyter Notebook
11	ashalogic/Persian-Sentiment-Analyzer Persian sentiment analysis ( آناکاوی سهش های فارسی \| تحلیل احساسات فارسی )	35	Emerging	58	Jupyter Notebook
12	zdmc23/sentiment-analysis-arabic A deep learning (LSTM) sentiment analysis project to determine...	35	Emerging	25	Jupyter Notebook
13	NathanDuran/Probabilistic-RNN-DA-Classifier Probabilistic Dialogue Act Classification for the Switchboard Corpus using...	33	Emerging	24	Python
14	ksdkamesh99/Spam-Classifier A Natural Language Processing with SMS Data to predict whether the SMS is...	33	Emerging	16	Jupyter Notebook
15	chiragjn/deep-char-cnn-lstm Deep Character CNN LSTM Encoder with Classification and Similarity Models	31	Emerging	20	Python
16	x4nth055/food-reviews-sentiment-analysis Sentiment analyzer that predicts the review star ( from 0 to 5,...	30	Emerging	11	Python
17	hmohebbi/SentimentAnalysis (BOW, TF-IDF, Word2Vec, BERT) Word Embeddings + (SVM, Naive Bayes, Decision...	29	Experimental	74	Jupyter Notebook
18	AOK-PLUS/Sentimentanalysis Language independent sentiment analysis	27	Experimental	8	Python
19	ashishsalunkhe/DeepSpamReview-Detection-of-Fake-Reviews-on-Online-Review-Platforms-using-DeepLearning-Architectures DeepSpamReview: Detection of Fake Reviews on Online Review Platforms using...	27	Experimental	69	Jupyter Notebook
20	MarwanMashra/Sentiment_Analysis NLP project: sentiment analysis for Amazon reviews with Bert	26	Experimental	5	Jupyter Notebook
21	cbaziotis/datastories-semeval2017-task6 Deep-learning model presented in "DataStories at SemEval-2017 Task 6:...	24	Experimental	21	Python
22	roycek7/cyberbullying-detection Kaggle \| Toxic Comment Classification \| CNN	24	Experimental	3	Python
23	vettorefburana/Sentiment-analysis-on-Covid-19-tweets Sentiment analysis of Covid-19 tweets using XGBoost, LSTM and BERT	24	Experimental	2	Jupyter Notebook
24	vishwassathish/Sentiment-Analysis-for-product-reviews Sentiment Analysis using LSTM cells on Recurrent Networks. GloVe word...	24	Experimental	27	Python
25	MikeXydas/SiameseLSTM Detecting Quora duplicate questions using a Siamese LSTM.	23	Experimental	2	Jupyter Notebook
26	abhilash1910/MiniClassifier Deep Learning Library for Text Classification.	23	Experimental	4	Jupyter Notebook
27	dovh11/fake-news-classifier-n-similar-news-retrieval An interactive web app for Fake News Classification and Semantic News...	22	Experimental	—	Python
28	samrat-halder/personality-detection-with-BERT-RoBERT Detection of MBTI-type personality with NLP and Deep Learning	22	Experimental	9	Python
29	MingauG4mer109/sales-call-topic-analysis 📞 Analyze semantic patterns in sales calls using machine learning to improve...	22	Experimental	—	Python
30	allemandi/embed-classify-web Text classification web app using CSV input and word embeddings (all-MiniLM-L6-v2).	22	Experimental	—	JavaScript
31	Neerajj9/Sentiment-Analysis-with-Word-Embeddings A Sentiment Analysis model in keras to analyse toxic comments online . The...	21	Experimental	7	Jupyter Notebook
32	Kavitha-Kothandaraman/Automatic-IT-Ticket-Assignment-NLP To build an AI-based classifier model to assign the tickets to right...	20	Experimental	7	Jupyter Notebook
33	sedflix/unsacmt Unsupervised Sentiment Analysis for Code-mixed Data	20	Experimental	8	Jupyter Notebook
34	baaraban/pytorch_ner LSTM based model for Named Entity Recognition Task using pytorch and GloVe embeddings	20	Experimental	9	HTML
35	m1n1v1rus/Sentiment-Embeddings Twitter Sentiment Analysis using all-MiniLM-L6-v2 embeddings.	20	Experimental	1	Jupyter Notebook
36	JonathanStefanov/CEFR_Classifier_French The CEFR Level Classifier Project is a AI Streamlit-based application that...	19	Experimental	10	Python
37	dpnascimento/sales-call-topic-analysis Semantic pattern analysis in sales calls using multi view embeddings and BERTopic	19	Experimental	—	Python
38	SoniSiddharth/Impact_analysis Impact analysis of software change leveraging ML, NLP models from huge...	18	Experimental	6	Python
39	EsterHlav/GloVe_Sentiment_Analysis_MLP_CNN_TwitterSentiment140 PyTorch implementation of MLP and CNN for binary sentiment analysis...	18	Experimental	6	Jupyter Notebook
40	oaarnikoivu/emotion-classifier An attention-based BiLSTM for emotion classification.	18	Experimental	6	Jupyter Notebook
41	arunarn2/ToxicCommentChallenge Text classification using GloVe embeddings, CNN and stacked bi-directional...	18	Experimental	8	Python
42	Hsinghsudwal/NLP_ML_Notebook_Analysis NLP jupyter notebooks	16	Experimental	1	Jupyter Notebook
43	HooM4N/SentiNet Sentiment Classification on IMDb Reviews Using Transformer Fine‑Tuning...	15	Experimental	—	Jupyter Notebook
44	davide-marchi/hate-speech-model-comparison Comparative analysis of machine learning models for hate speech detection on...	15	Experimental	—	Python
45	MINouman/Quora-Question-Pair-Similarity-Classification Duplicate question detection system using NLP & Deep Learning. Features...	15	Experimental	—	Jupyter Notebook
46	ksalama/tf-textanalysis-gcp Shows how to perform text preprocessing using BigQuery, tf.hub,...	15	Experimental	6	Python
47	michelemarzollo/cil_sentimental_sourdough Sentiment Analysis on a Twitter dataset for the course Computational...	15	Experimental	2	Python
48	Horicuz/Company-Classifier-Veridion-OA Automated company classification system for insurance-related businesses...	15	Experimental	—	Python
49	Colinho22/text-analytics-project Content classification project that trains 4 models (ngrams, embeddings,...	15	Experimental	—	Jupyter Notebook
50	Akhera24/article-categorization-ml Production ML pipeline for news article categorization (90.8% accuracy)	15	Experimental	—	Jupyter Notebook
51	Abdelhakim-gh/NLP_Sentiment_Analysis_Darija fine tuning a pre-trained model on darija dialect to work with sentiment...	15	Experimental	2	Jupyter Notebook
52	nifleisch/lauzhack-amazon-reviews Framework for mining and analyzing issues from product reviews and...	14	Experimental	1	Python
53	NarekDshkhunyan/Insight Repo for Insight AI 2017c Fellowship in Silicon Valley: classifying chatbot...	14	Experimental	1	Python
54	scionoftech/TextClassification-Vectorization-DL A repository contains Text Classification notebooks using Machine Learning,...	14	Experimental	1	Jupyter Notebook
55	tayyabrehman96/Semantic-Compression-and-Conceptual-Symbolic-Reasoning-over-Transformer-Embeddings Interpretable multi-class classification of Italian crime news using frozen...	14	Experimental	—	Python
56	BrightManu-lang/customer-review-intelligence End-to-end NLP dashboard for sentiment analysis, semantic review search,...	14	Experimental	—	Python
57	GatienVilain/Toxic-Comment-classification Modèle capable d’analyser automatiquement du texte et de le classifier dans...	14	Experimental	1	Jupyter Notebook
58	karthik77752/lstm-sentiment-analysis 🌟 Build an LSTM-based sentiment analysis pipeline with robust tokenization,...	14	Experimental	—	Jupyter Notebook
59	Zaid-Al-Habbal/nontoxic-world An NLP system, trying ti to solve a multi-label classification problem:...	14	Experimental	—	Jupyter Notebook
60	DevStranger/BIM-Classification AI-based classification of BIM elements using sentence embeddings and bSDD	13	Experimental	2	Jupyter Notebook
61	iam-salma/rnn-imdb-movie-review-sentiment-classifier IMDB movie-review sentiment analysis using SimpleRNN with Streamlit and TensorFlow.	12	Experimental	1	Jupyter Notebook
62	JuaniLlaberia/articles_classifier This project implements an articles classification system leveraging XGBoost...	11	Experimental	—	Jupyter Notebook
63	Ashly1991/rnn-text-classification-keras-tf2 IMDB sentiment analysis with Keras RNNs (LSTM/GRU). Within-batch padding,...	11	Experimental	—	Jupyter Notebook
64	annnieglez/nlp-stock-market-and-news This project focuses on detecting fake news from news headlines using...	11	Experimental	—	Jupyter Notebook
65	Sithumsankajith/Amazon-Mobile-Reviews-NLP-Coursework A comprehensive NLP project analyzing Amazon unlocked mobile phone reviews...	11	Experimental	—	Jupyter Notebook
66	LKEthridge/Machine_Learning_for_Texts A Machine Learning Project using Texts from TripleTen	11	Experimental	—	Jupyter Notebook
67	Khaoula1025/SmartTicketPipeline End-to-end NLP batch pipeline for automated IT support ticket...	11	Experimental	—	—
68	SunilBoopalan/Suicide-Depression-Classification-with-nlp Deep Learning for Suicide and Depression Identification with Unsupervised...	11	Experimental	—	Python
69	Shanmukhi1920/Text-Classification Developed an NLP system using Gradio and Hugging Face to classify disaster...	11	Experimental	—	Jupyter Notebook
70	AHMerrill/unstructured-data-2 NLP assignment: Product review analysis with embeddings, similarity metrics,...	11	Experimental	—	Jupyter Notebook
71	Data-pageup/Sequential-Neural-Networks-for-Sentiment-Analysis-model-deploy A sentiment analysis project using RNN, LSTM, and GRU models to classify...	11	Experimental	—	Jupyter Notebook
72	tzelepimaria/amazon-reviews-embeddings Amazon reviews embedding generation using NLP transformer models.	11	Experimental	—	Jupyter Notebook
73	Ashot72/spfx-universal-sentence-encoder Amazon Reviews Sentiment Classifications and Textual Similarities with...	11	Experimental	—	TypeScript
74	micheldpd24/cust_review_bertopic Topic Modeling of Customer Reviews using BERTopic	11	Experimental	—	Python
75	ayrtondenner/RestaurantReviewer AI-powered pipeline to collect, normalize, and analyze Brazilian restaurant...	11	Experimental	—	Python
76	abeed04/Sentiment-Analysis-using-Recurrent-Neural-Networks Bidirectional RNNs are used to analyze the sentiment (positive, negative,...	10	Experimental	1	Jupyter Notebook
77	yotamnahum/AraEmotions An official implementation of 'Love Me, Love Me Not: Human-Directed...	10	Experimental	1	Jupyter Notebook
78	ShalyginaA/imdb-sentiment-analysis-with-pytorch Sentiment analysis of IMDb reviews using CountVectoriser and GloVe...	10	Experimental	1	Jupyter Notebook
79	SwamiKannan/Automated-IT-ticket-routing-using-Bi-directional-RNNs Classification of IT trouble tickets	10	Experimental	1	HTML