Transformer Sentiment Analysis ML Frameworks

Tools for sentiment classification using transformer-based models (BERT, DistilBERT, RuBERT, etc.) with focus on fine-tuning, benchmarking, and comparing modern NLP architectures. Does NOT include classical ML approaches (TF-IDF + Logistic Regression alone), general NLP pipelines, or domain-specific sentiment systems already covered by sibling categories.

There are 17 transformer sentiment analysis frameworks tracked. The highest-rated is RezaGooner/PerSent at 38/100 with 7 stars and 93 monthly downloads.

Get all 17 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=transformer-sentiment-analysis&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	RezaGooner/PerSent Python library for analyzing Persian texts. With the ability to analyze...	38	Emerging	7	Python
2	Ares-Infenus/InsightFlow_NLP End-to-end NLP system for automated sentiment analysis, named entity...	22	Experimental	—	Jupyter Notebook
3	alvaro-frank/sentiment_analysis A TensorFlow-based Bidirectional LSTM for financial sentiment regression,...	22	Experimental	—	Python
4	siddhali24/college-sentiment-analysis-updated BERT "Brain" + Dataset "Memories" + Django "Voice" = The ultimate tool for...	22	Experimental	—	Python
5	cloudrishi/nlp-sentiment-analyzer AI-powered sentiment analyzer using RoBERTa NLP model, served via Flask REST API	22	Experimental	—	HTML
6	aarogyaojha/sentiment_analysis Cross-domain sentiment analysis pipeline comparing classical machine...	22	Experimental	—	Jupyter Notebook
7	moloud1987/ABCDM This repository contains the code of the following paper: "Basiri, M. E.,...	21	Experimental	14	Jupyter Notebook
8	MohammadForouhesh/latent-aspect-detection Code and models for the paper "Latent Aspect Detection from Online...	20	Experimental	14	Python
9	arungurajapu/Sentiment_Analysis End-to-end sentiment analysis system using DistilBERT with data cleaning,...	20	Experimental	1	Jupyter Notebook
10	wiqilee/absa-plsa-tficf-lstm A complete multi-aspect ABSA (Aspect-Based Sentiment Analysis) system...	15	Experimental	—	Python
11	Lomba227/sentiment-analysis-ptbr Análise de sentimentos em avaliações de produtos brasileiros usando TF-IDF e...	14	Experimental	—	Jupyter Notebook
12	Ares-Infenus/star-sentiment-nlp Multi-domain 5-class sentiment classifier comparing SVM, XGBoost, and...	14	Experimental	—	Jupyter Notebook
13	N1wan7ha/sentiment-analysis-api Sentiment Analysis REST API built with Python, FastAPI, and Scikit-learn....	14	Experimental	—	Python
14	AfrinJahanEra/Comparison_of_XLM-RoBERTa_and_BanglaBERT_on_Bengali_and_Code-Mixed_Dataset Evaluation of a pretrained multilingual XLM-RoBERTa model for sentiment...	14	Experimental	—	Jupyter Notebook
15	beyzahiz/Sentiment-Analysis-NLP Sentiment analysis on 50K IMDB reviews using Logistic Regression, Bi-LSTM...	14	Experimental	—	Jupyter Notebook
16	RadyaSRN/sentiment-analysis-RuSentNE-2023 Sentiment analysis of data from the RuSentNE-2023 competition using the...	11	Experimental	—	Jupyter Notebook
17	rbacyln/ai-sentiment AI-powered Sentiment Analysis using RoBERTa transformer architecture....	11	Experimental	—	Jupyter Notebook