Emotion Classification BERT NLP Tools

Fine-tuned BERT and transformer models for multi-class emotion detection and classification from text. Does NOT include sentiment analysis, general text classification, or emotion detection using non-transformer architectures.

There are 39 emotion classification bert tools tracked. 1 score above 50 (established tier). The highest-rated is Cyberbolt/Cemotion at 53/100 with 222 stars.

Get all 39 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=emotion-classification-bert&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	Cyberbolt/Cemotion A Chinese NLP library based on BERT for sentiment analysis and...	53	Established	222	Python
2	soujanyaporia/multimodal-sentiment-analysis Attention-based multimodal fusion for sentiment analysis	49	Emerging	366	Python
3	juliusberner/emotion_transformer Contextual Emotion Detection in Text (DoubleDistilBert Model)	37	Emerging	11	Jupyter Notebook
4	ahmedbesbes/multi-label-sentiment-classifier How to build a multi-label sentiment classifiers with Tez and PyTorch	37	Emerging	19	Jupyter Notebook
5	faezesarlakifar/text-emotion-recognition Persian text emotion recognition by fine tuning the XLM-RoBERTa Model +...	35	Emerging	7	Jupyter Notebook
6	firojalam/multimodal_social_media multimodal social media content (text, image) classification	34	Emerging	50	Python
7	MilaNLProc/xlm-emo Multilingual Emotion classification using BERT (fine-tuning). Published at...	33	Emerging	8	Python
8	MahtaFetrat/Persian-Informal-Text-Detector Python package for detecting informal Persian text using regular expressions...	30	Emerging	8	Python
9	savan77/EmotionDetectionBERT Multi Emotion Detection from COVID-19 Text using BERT	30	Emerging	19	Jupyter Notebook
10	evelynkyl/scifi-sentiment-emotion-classifiction Implementation of Distant Reading on Dystopian Literature (2) — Sentiment...	30	Emerging	2	Jupyter Notebook
11	omarsar/emotion_analysis_elastic_pytorch Deep Emotion Analysis with Elastic and PyTorch	29	Experimental	16	Jupyter Notebook
12	lightbooster/Text-Based-Emotion-Classification Text Emotion classification using BERT-LSTM model on GoEmotions dataset	25	Experimental	5	Python
13	ChihoLeung/RoBERTa_Emotion_Classification 基于 RoBERTa-wwm-ext 模型的微博中文情绪识别	25	Experimental	39	Python
14	LeNguyenAnhKhoa/Russian-Emotion-Detection Emotion Detection for Russian language base on Bert	25	Experimental	4	Python
15	jsong336/emotion-bert Fine-tuning BERT-small on GoEmotions dataset.	25	Experimental	3	Jupyter Notebook
16	WenbiaoYin/KNN-EC This code repository is for the accepted EMNLP2022 paper "Efficient Nearest...	25	Experimental	6	Python
17	dqvid3/tweet-classification-nlp Tweet irony detection and emotion classification challenge with BERTweet —...	25	Experimental	—	Jupyter Notebook
18	Aroma-Jewel/KERC-2022-4th 전남대학교 \| 제4회 한국인 감정인식 국제경진대회(KERC) 수행한 코드 레포입니다,	25	Experimental	8	Python
19	SayamAlt/Emotion-Detection-using-fine-tuned-BERT-Transformer Successfully developed a fine-tuned BERT transformer model which can...	23	Experimental	3	Jupyter Notebook
20	zhenhao-huang/paddlehub_ernie_emotion_analysis 百度PaddleHub-ERNIE微调中文情感分析(文本分类)	22	Experimental	22	Python
21	Abuzariii/Emotions-Classification-from-Tweets Multi Class Text Classification (emotion detection/sentiment analysis) using BERT.	22	Experimental	2	Jupyter Notebook
22	malifalhakim/text-emotion-classifier-analysis App for text emotion classification and analysis. It allows users to input...	22	Experimental	1	Jupyter Notebook
23	Prashant-Tiwari26/Multimodal-Sentiment-Analysis-using-Text-and-Images Multimodal Sentiment Analysis using Text and Image Data on twitter dataset	22	Experimental	6	Jupyter Notebook
24	TheKnight909/Emotional-analysis Emotion Prediction in Arabic Text	21	Experimental	1	Jupyter Notebook
25	gonebanana/Multilabel-Sequence-Classification Training and inference interface for the Sequential Classification Model....	21	Experimental	1	Python
26	searayeah/bert-russian-sentiment-emotion Russian sentiment and emotion text classification project using BERT models	21	Experimental	11	Python
27	dimitreOliveira/EmoBERT-MLOps End-to-end MLOps pipeline of a BERT model for emotion classification.	19	Experimental	4	Jupyter Notebook
28	Djacon/russian-emotion-detection Cointegrated/rubert-tiny2 model fine-tuned to classify 10 emotions in...	19	Experimental	3	Jupyter Notebook
29	alessiococchieri/human-values-detection This GitHub repository presents our solution to Touché 2023 Task 4: Human...	18	Experimental	2	Jupyter Notebook
30	darkflowio/Pre-trained-Models This repository houses three fine-tuned machine learning models for NLP...	18	Experimental	2	Jupyter Notebook
31	RussellDash332/CS3244-Twemoji CS3244 2110 Project Team 23	18	Experimental	2	Jupyter Notebook
32	sanjeepan23/Dravidian-CodeMix-FIRE-2021 This is a repository for Dravidian-Code-mix-FIRE 2021 competition for our...	17	Experimental	1	Jupyter Notebook
33	WeIfeng-Z/Cognitive-classification--BERT BERT-Based Cognitive Engagement Classifier for Social Media Comments A...	12	Experimental	3	Python
34	azizp128/prediksi-emosi-indobert Model analisis sentimen berbasis IndoBERT yang dapat memprediksi 6 jenis...	12	Experimental	7	Jupyter Notebook
35	AkiiLucky/barrage-emotion-classification b站弹幕情感分类	12	Experimental	5	Jupyter Notebook
36	SidtheKidx/tone-classification-CadenceIQ Multi-label classification of tones for sales intelligence using BERT...	11	Experimental	4	Jupyter Notebook
37	Anthonyive/Research-Mapping-Uncanny-Valley 🧟 This is an amazing research project by Professor Keith Burghardt. The goal...	11	Experimental	4	Jupyter Notebook
38	chrisliu0323/DeepHeart The source code of data processing and modelling of the project DeepHeart	10	Experimental	2	Python
39	lorenzoridolfi9/Emotion-Recognition Natural Language Processing with Neural Networks	10	Experimental	2	Jupyter Notebook