Review Sentiment Classification Transformer Models

Fine-tuning transformers for sentiment analysis on customer reviews (product, airline, hotel, etc.) across different platforms and domains. Does NOT include aspect-based sentiment analysis, emotion detection, or sentiment analysis applied to non-review text (tweets, news, social media).

There are 116 review sentiment classification models tracked. 1 score above 50 (established tier). The highest-rated is ScalaConsultants/Aspect-Based-Sentiment-Analysis at 67/100 with 579 stars.

Get all 116 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=review-sentiment-classification&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Model	Score	Tier	Stars	Language
1	ScalaConsultants/Aspect-Based-Sentiment-Analysis 💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)	67	Established	579	Python
2	curiousily/Deploy-BERT-for-Sentiment-Analysis-with-FastAPI Deploy BERT for Sentiment Analysis as REST API using FastAPI, Transformers...	48	Emerging	209	Python
3	cleopatra-itn/fair_multimodal_sentiment Code and Splits for the paper "A Fair and Comprehensive Comparison of...	43	Emerging	10	Python
4	mohd-faizy/06P_Sentiment-Analysis-With-Deep-Learning-Using-BERT Finetuning BERT in PyTorch for sentiment analysis.	39	Emerging	23	Jupyter Notebook
5	sampathkethineedi/bert-topic-sentiment Topic Based Sentiment Detection using BERT	36	Emerging	9	Python
6	LuluW8071/Text-Sentiment-Analysis Text Sentiment Analysis with RNNs Models + Additive Attention and Transformers	34	Emerging	9	Jupyter Notebook
7	LorenzoAgnolucci/BERT_for_ABSA In this work (Targeted) Aspect-Based Sentiment Analysis task is converted to...	32	Emerging	32	Python
8	0xJakuzya/sentiment-analysis-tg-news Sentiment analysis tool for Telegram news: scraping with Telethon, text...	30	Emerging	3	Python
9	chuksoo/imdb_movie_sentiment_analysisNLP Practicum by Yandex Project 13: In this natural language processing project,...	29	Experimental	1	Jupyter Notebook
10	allanninal/sentiment-analysis-feedback-app A simple AI-powered sentiment analysis feedback app built with ReactJS...	29	Experimental	1	JavaScript
11	gesis24csspy/analyzing-text-data Course materials on computational text analysis. John McLevey. 2024....	25	Experimental	1	HTML
12	sanjaydeploys/Netai-Social Netai-Social is a social media application built with Flask, React, and...	23	Experimental	3	JavaScript
13	Silvestre17/ChatMeter_FinalProject.inDataScience 💬 Capstone project for the Data Science bachelor's at ISCTE. "ChatMeter" is...	23	Experimental	1	Jupyter Notebook
14	lucia-corsan/Political_Tweets_NLP Twitter scraping, Preprocessing, Vectorization and WordCloud visualizations,...	22	Experimental	2	Jupyter Notebook
15	aswinvinodd/emotion-detection-system AI-based Emotion Detection and Sentiment Analysis System using NLP and Streamlit	22	Experimental	1	Python
16	JacobJ215/Sentiment-Analysis-with-DistilBERT Here we leverage a subset of the amazon_polarity dataset to train two...	22	Experimental	2	Jupyter Notebook
17	christophermoverton/hotel-review-sentiment-modeling Transformer-based modeling of hotel review text to predict star ratings...	22	Experimental	1	Jupyter Notebook
18	AnjaneyaTripathi/product-review Get reviews of products based on tweets using state-of-the-art models....	21	Experimental	1	CSS
19	hanannazri/Multi-Task-Driving-Context-Prediction-using-distilBERT This project classifies the commonly spoken driver commands based on intent,...	21	Experimental	—	Python
20	MAYANK12-WQ/futuristic-nlp-sentiment-analyzer Transformer-based sentiment analysis with aspect-level extraction,...	21	Experimental	—	Jupyter Notebook
21	leelesemann-sys/customer-feedback-intelligence Sentiment analysis benchmark: Classical ML (TF-IDF/SVM) vs Fine-tuned BERT...	21	Experimental	—	Python
22	Lahdhirim/NLP-sentiment-classification-aws A complete pipeline for sentiment analysis using Hugging Face Transformers...	21	Experimental	8	Python
23	GU-DataLab/PoliBERTweet A transformer-based language model trained on politics-related Twitter data....	21	Experimental	14	—
24	osamuyiohenhen/Twitch-Chat-Analysis Real-time, high-throughput Twitch.tv sentiment analysis engine. Features a...	21	Experimental	—	Python
25	Ernie1234/honey_encryption Honey Pot Encryption App — Reveals original sentences only with the correct...	21	Experimental	—	Python
26	salehA13/arabic-sentiment-analysis Arabic Sentiment Analysis with AraBERT v2 — fine-tuned NLP pipeline for...	21	Experimental	—	Python
27	hasancanbiyik/turkish-product-sentiment-analyzer Real time sentiment analysis for Turkish product reviews with English translations.	21	Experimental	—	Python
28	gbr-ufs/starscream Sentiment Analysis CLI using transformers.	21	Experimental	—	Python
29	Amina-Maatoug/Sentiment-Analysis-Transformer- Transformer-based sentiment analysis on IMDB movie reviews using a custom...	21	Experimental	—	Jupyter Notebook
30	hadrienbdc/bert-sentiment-analysis-pytorch Fine-tuning Bert for sentiment analysis with pytorch	21	Experimental	1	Jupyter Notebook
31	viochris/Insightify-Sentiment-API A robust NLP microservice powering Insightify. Leverages FastAPI and...	21	Experimental	—	Python
32	OthmanMohammad/Longformer-Learning-Next-Generation-Sentiment-Analysis This project applies the Longformer model to sentiment analysis using the...	20	Experimental	5	Python
33	Mahadasghar/Amazon-food-sentiment-analyzer Fine-tuned RoBERTa transformer for Amazon food review sentiment analysis...	20	Experimental	1	Jupyter Notebook
34	NakerTheFirst/Sentiment-analysis Analyse social media sentiment of OpenAI using LinkedIn data with NLP and...	19	Experimental	1	Python
35	Ate329/SentiMusic A text-to-audio application that turns words and sentiments into melodies.	19	Experimental	4	Python
36	rolandogdp/twitter-sent-analysis Twitter sentiment analysis project	19	Experimental	4	Python
37	bluexdev/YouTubeSentimentAnalyzer Herramienta de análisis de sentimientos para comentarios de YouTube...	19	Experimental	3	Python
38	wildangunawan/Hotel-Review Streamlit implementation of hotel review sentiment analysis using fine-tuned...	19	Experimental	4	Python
39	xndien2004/ViGSA ViGSA: A Multi-Task Aspect-Based Sentiment Analysis Model with Auxiliary...	19	Experimental	2	Python
40	RahulSaini02/sentiment-analysis-with-transformers A sentiment analysis project using Hugging Face transformers, fine-tuned on...	18	Experimental	1	Jupyter Notebook
41	acaklovic/Thesis-Comparison-of-feature-extractors-using-ASReview Project to examine if state-of-the-art feature extractors (i.e.,...	18	Experimental	2	Jupyter Notebook
42	SreeEswaran/Multi-Modal-Sentiment-Analysis-with-Transformers This project leverages the power of transformer models to perform sentiment...	18	Experimental	2	Jupyter Notebook
43	AkhilllYadav/Advanced-Sentiment-Analysis-of-Product-Reviews A sentiment analysis project evaluating ML and deep learning models on...	18	Experimental	1	Jupyter Notebook
44	innerdoc/christmas-lyrics-emotion-detector Detect Emotions on Christmas Lyrics with Zero-shot Emotion Classification....	18	Experimental	2	Jupyter Notebook
45	KonNik88/movie-genre-nlp A compact benchmark of text representations and model families for...	18	Experimental	1	Jupyter Notebook
46	ncdisrup-ai/SentimentAnalysisIMDb_TransformerFineTune Fine Tuning Transformer (DistilBert, but generic to other models) for...	17	Experimental	1	Jupyter Notebook
47	chaymabh/Sentiment-Analysis-Model-Benchmark Benchmark multiple sentiment analysis models on the IMDb movie reviews dataset.	17	Experimental	1	Python
48	ivangolt/text_tone_service ML web app for predict text tone using FastAPI and Streamlit	17	Experimental	1	Python
49	Ali-Tharwat/Transformer-SentimentScope A custom Decoder-only Transformer built from scratch in PyTorch for binary...	17	Experimental	—	Jupyter Notebook
50	ahmadbuilds/Twitter-Sentiment-Analysis A machine-learning project that analyzes the sentiment of tweets using deep...	17	Experimental	—	Jupyter Notebook
51	ruialexrib/powerbi-transformers-sentimentanalysis Sentiment analysis in Power BI using Python and a pre-trained DistilBERT...	17	Experimental	—	Jupyter Notebook
52	aghababaeiali/nlp-sentiment-pipeline Production-ready sentiment analysis pipeline using a custom fine-tuned...	17	Experimental	—	Python
53	sultanazhari/negative-review-detection-model- Film Junky Union, a new community for classic movie fans is developing a...	17	Experimental	1	Jupyter Notebook
54	msamprovalaki/Transformers-Text-Classification Utilizing DistilBERT for Analyzing Sentiments in Movie Reviews	17	Experimental	1	Jupyter Notebook
55	andreanstev/Sentiment_Analysis_Pilpres_2019 A collection of machine learning algorithms to predict tweet sentiment for...	17	Experimental	1	Jupyter Notebook
56	SirineMaaroufi/arabic-sentiment-analysis This project focuses on developing a sentiment analysis model for Arabic...	17	Experimental	1	—
57	MeelahMe/fastapi-ml-api Deploy a Hugging Face sentiment analysis model via FastAPI — simple,...	17	Experimental	1	Python
58	stefanodesaraca/Hospital-Playlist-Subtitles-Sentiment-Analysis A complete sentiment analysis on Netflix's TV Series "Hospital Playlist"...	17	Experimental	1	Python
59	k-siddhartha-ai/multilingual-sentiment-analysis Multilingual Sentiment Analysis using Hugging Face Transformers and Gradio	16	Experimental	1	Python
60	bywords/directed_sentiment_analysis Dataset and code for directed sentiment analysis in news text.	14	Experimental	16	Python
61	derrickrajkumar10/GameOfThrones_AI_Analayser AI/NLP dashboard that analyses Game of Thrones episodes and predicts...	14	Experimental	1	Python
62	anastber/youtube-sentiment-analysis AI-powered YouTube comment sentiment analyzer built with Streamlit. ...	14	Experimental	3	Python
63	NishantkSingh0/LangGraph-based-self-healing-classifier Self-Healing Text Classifier using LangGraph & Fine-Tuned Transformer (DistillBert)	13	Experimental	7	Jupyter Notebook
64	d4b1n/sentiment-model-comparison Sentiment analysis web service using FastAPI and Transformers.	13	Experimental	—	HTML
65	KatavinaNguyen/hybrid-sentiment-analysis-engine-for-ugc Built to help researchers and marketers extract actionable sentiment...	13	Experimental	—	Jupyter Notebook
66	codebywiam/sentiment-analysis-huggingface This project demonstrates a practical application of NLP and LLMs to enhance...	13	Experimental	—	Jupyter Notebook
67	aakcay5656/chat-sentiment-app Real-time chat with AI sentiment analysis - React, .NET Core, Python ML	13	Experimental	—	JavaScript
68	dimitriskalpak/open-language-models-sentiment Sentiment analysis on Sentiment140 using BERT and RoBERTa models from Hugging Face	13	Experimental	—	Python
69	punyamodi/Sentiment-Analysis-of-Audio-Using-BERT End-to-end sentiment analysis pipeline with audio transcription using BERT...	13	Experimental	—	Python
70	irfanerencomert/turkish-sentiment-api BERT based sentiment analysis for Turkish texts with FastAPI backend and...	13	Experimental	—	Python
71	utkarsh-tekriwal/Twitter-Sentiment-Analysis Twitter sentiment analysis using RoBERTa + Gradio	13	Experimental	—	Python
72	Dan1244za/Parser 🔍 Fetch and analyze news from multiple sources with this powerful parser,...	13	Experimental	—	Python
73	v4nn4/wikidiplomacy Sentiment analysis tool using Wikipedia’s country-to-country relations articles.	13	Experimental	—	Python
74	jaychampaneri14/sentiment-analyzer Multi-level sentiment analysis with aspect extraction	13	Experimental	—	Python
75	hurkanugur/BERT-Sentiment-Classifier Fine-tuned a pretrained BERT model on IMDb reviews to classify movie...	13	Experimental	—	Python
76	aboGrabawy/sentiment-ai-suite 💬 Analyze sentiment in real-time with this AI-powered web app, offering...	13	Experimental	—	Python
77	DRJ-14/transformers-text-classification Hugging Face Transformers notebooks: IMDB sentiment fine-tuning + common NLP...	13	Experimental	—	Jupyter Notebook
78	LouisGreive/NLP-Movie-Reviews-Sentiment-Analyzer An end-to-end NLP project that builds and compares three different models...	13	Experimental	—	Jupyter Notebook
79	mahdi-ahmadi-2002/Persian-NLP-Wikipedia-Analysis An NLP project exploring the Persian Wikipedia dataset. Includes training a...	13	Experimental	—	Jupyter Notebook
80	so-907/roberta-youtube-analyzer Sentiment analysis on YouTube comments using RoBERTa Transfomers and MLOps...	13	Experimental	—	Jupyter Notebook
81	subtler/NLP-Sentiment-DistilBERT Transformer-based multi-class sentiment analysis of airline tweets using...	13	Experimental	—	Jupyter Notebook
82	theveryhim/Transformer Exploiting a Transformer-based model for sentiment analysis on the IMDb...	13	Experimental	—	Jupyter Notebook
83	Po33ski/Booking-Sentiment The complete pipeline for a fine-tuning of a classifier model.	13	Experimental	—	Jupyter Notebook
84	shahsanjanav/NLP-Sentiment-Model-Comparison Comparative sentiment analysis using BERT, LSTM, GRU, and RNN models built...	13	Experimental	—	Jupyter Notebook
85	mss-easy/BERTSentimentAnalysis A project on BERT fine tuning for Sentiment Analysis	13	Experimental	—	Python
86	alexisuaguilaru/MexicanMagicalTowns Sentiment Analysis of opinions about Magical Towns using Deep Learning models	13	Experimental	—	Python
87	ektavadhe16/multilingual-sentiment-analysis-xlm-r-mbert Multilingual Sentiment Analysis of Instagram posts using mBERT and...	13	Experimental	—	Jupyter Notebook
88	itsmyfacade/sentiment-app Full-stack sentiment analysis system using DistilBERT, Flask API, and...	13	Experimental	—	Python
89	deepmancer/roberta-adapter-fine-tuning Fine-tuning a RoBERTa model for sentiment analysis on the IMDB movie reviews...	12	Experimental	7	Jupyter Notebook
90	NJUxlj/bert-gpt2-ecommerce-review-ner 基于Bert+MoE+Qwen2拼接后的模型和LoRA微调的电商评论NER模型。使用transformers+deepspeed进行训练，swanlab进行监控。	12	Experimental	7	Python
91	duggal1/aura Next.js + Python Starter Framework for Building Emotional Intelligence AI	12	Experimental	3	Python
92	vidhimukh/multilingual-sentiment-analysis-of-instagram-posts Sentiment analysis of multilingual Instagram posts using mBERT and...	11	Experimental	—	Jupyter Notebook
93	Ashutosh-Mishra21/Comparative-Study-of-Transformer-on-Product--Reviews Sentiment analysis using Transformer models (Hugging Face + TensorFlow) on...	11	Experimental	2	Jupyter Notebook
94	shaikadish/imdbProject A tutorial I wrote to train a BERT model that takes a film review as its...	11	Experimental	4	Jupyter Notebook
95	AlexeyMalafeev/ru-phone-reviews-sentiment Some demo sentiment analysis notebooks for my NLP students	11	Experimental	3	Jupyter Notebook
96	rohlay/sentiment-benchmarking A benchmarking script for comparing machine learning (traditional machine...	11	Experimental	—	Python
97	Rana-Shankani/amazon-review-sentiment-analysis A deep learning model that performs sentiment analysis on Amazon product...	11	Experimental	—	Python
98	soroush-thr/bert-gpt-analyzer An advanced NLP pipeline combining BERT, GPT, and custom NER models for...	11	Experimental	—	Python
99	wangzes-kevo/entity-sentiment-soccer Entity-Level Sentiment Analysis for Soccer Tweets	11	Experimental	—	Python
100	eduardotakemura/feedback-sentiment-analyzer A sentiment analyzer built using two BERT-based models	11	Experimental	—	Python
101	Ckgk5hz/Interactive-Dataset-Cleaner Clean Datasets through a GUI interface	11	Experimental	—	Python
102	iboraham/imdb-genre-classification Genre Classification using IMDB descriptions - Transfer learning with BERT...	11	Experimental	—	Python
103	Sebastian-ehrig/Sentiment_Analysis_using_BERT Sentiment Analysis with BERT Neural Network and Python	11	Experimental	—	Python
104	chandrakanth-jp/twitter-stream-analysis Streamlit based app for collecting real-time tweets using Twitter API and...	11	Experimental	—	Python
105	branden-ciranni/sentiment-analysis Basic Sentiment Analysis with transformers library and streamlit	11	Experimental	—	Python
106	Sriharsha-hatwar/Tweet-Sentiment-Span-Extraction This was the solution that we used to achieve top 8% private leaderboard in kaggle.	11	Experimental	—	Python
107	sdtrkl/text-translation-and-sentiment-analysis This project is part of Deep Learning Nanodegree by Udacity	11	Experimental	—	Jupyter Notebook
108	titgsky/Sentiment-Analysis-of-Tweets-on-Autonomous-Vehicles-from-2012-to-2021 Sentiment Analysis of Tweets on Autonomous Vehicles from 2012 to 2021	11	Experimental	—	Jupyter Notebook
109	tanishkagupta-7/Sentiment-Analysis Sentiment analysis using VADER, Roberta, and HuggingFace Pipeline on Amazon...	11	Experimental	—	Jupyter Notebook
110	t0re199/SNAMA_PROJECT Sentiment Analysis on an amazon english reviews dataset using various...	11	Experimental	—	Jupyter Notebook
111	josumsc/twitter-sentiment-analysis ML web app that can be deployed through Docker to analyse the sentiment of tweets.	11	Experimental	—	Python
112	mertafacan/electra-tr-product-reviews-daft Explores the impact of domain-adaptive fine-tuning on Turkish product...	10	Experimental	1	Jupyter Notebook
113	fdonel99/Movie-Genre-Prediction With the final goal of identify the genre of a movie based on its plot, the...	10	Experimental	2	Jupyter Notebook
114	pranshurastogi29/Post-analysis-and-Suggestion-Engine This project is based on text generation techniques used for predictive...	10	Experimental	2	Jupyter Notebook
115	aslisabanci/distilbert_multiclass_training Model training and prediction algorithm classifying texts per topic and...	10	Experimental	2	Jupyter Notebook
116	di37/imdb-reviews-sentiment-analysis-using-transformers This repository contains a complete implementation of a sentiment analysis...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

06P_Sentiment-Analysis-With-Deep-Learning-Using-BERT and Text-Sentiment-Analysis (39 vs 34)