Emotion Detection Transformers Transformer Models

Tools for detecting, classifying, and analyzing emotions in text using transformer models. Includes APIs, datasets, and models for multi-emotion recognition. Does NOT include general sentiment analysis, mental health applications, or conversational AI systems without emotion-specific focus.

There are 44 emotion detection transformers models tracked. The highest-rated is monologg/GoEmotions-pytorch at 48/100 with 166 stars.

Get all 44 projects as JSON

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

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#	Model	Score	Tier	Stars	Language
1	monologg/GoEmotions-pytorch Pytorch Implementation of GoEmotions 😍😢😱	48	Emerging	166	Python
2	tae898/erc The official implementation of "EmoBERTa: Speaker-Aware Emotion Recognition...	45	Emerging	102	Jupyter Notebook
3	gohjiayi/suicidal-text-detection Building a suicidal text detection model and mental health chatbot with deep...	43	Emerging	42	Jupyter Notebook
4	monologg/GoEmotions-Korean Korean version of GoEmotions Dataset 😍😢😱	42	Emerging	57	Python
5	declare-lab/exemplary-empathy This repository contains the source codes of the paper -- Exemplars-guided...	37	Emerging	24	Python
6	zrr1999/emotion-recognition 多模态情绪识别方法研究（Multimodal Emotion Recognition）	36	Emerging	25	Python
7	rafalposwiata/depression-detection-lt-edi-2022 This repository contains the code of our winning solution for the Shared...	33	Emerging	27	Python
8	katha-ai/EmoTx-CVPR2023 [CVPR 2023] Official code repository for "How you feelin'? Learning Emotions...	32	Emerging	58	Python
9	patricia-pereira/cd-erc Code for the paper: Context-Dependent Embedding Utterance Representations...	31	Emerging	3	Python
10	GeorgiosIoannouCoder/mindscanner Deep learning models and fine-tuned transformers for detecting mental...	30	Emerging	1	Python
11	marcv12/reddit_depression Studies show that people are more depressed than ever after the pandemic,...	29	Experimental	1	Python
12	sofieditmer/depression_detection This repository contains the contents of a Master's degree in Cognitive...	23	Experimental	3	Jupyter Notebook
13	elixpo/emoji_transnetv1 A Machine Learning Initiative Taken to fine tune MT5_SMALL to contextually...	23	Experimental	2	Jupyter Notebook
14	Mukuta-Manit-D/AI-Mirror AI Mirror is a smart, interactive web application that detects human...	22	Experimental	1	JavaScript
15	NovaGeeklord02/Depression-Detection-on-DAIC-WOZ-EDAIC-WOZ Depression detection using RoBERTa on DAIC-WOZ and EDAIC-WOZ datasets....	21	Experimental	7	Jupyter Notebook
16	nakulg1402/M-STARNet Emotion recognition	21	Experimental	—	Python
17	fishyyuser/Emotion-NLP-Transformer-Benchmark Side-by-side benchmark of BiLSTM + Attention vs BERT for multi-class emotion...	21	Experimental	—	Python
18	Maryamm-2/Emotion-Classification-with-Explainable-AI-Techniques A modular framework for emotion classification and explainability, comparing...	21	Experimental	—	Python
19	KeshavElangoDS/Mental-Health-Analysis-using-Social-Media-Data Machine learning project to detect and classify mental health-related social...	19	Experimental	1	Jupyter Notebook
20	dubeyayushi/TransforMoji-A-Novel-Emoji-Prediction-Model-for-Hindi-Texts TransforMoji is a custom transformer-based model for emoji prediction in...	19	Experimental	1	Jupyter Notebook
21	minuva/fast-nlp-text-emotion Fast emotion classification model	19	Experimental	3	Python
22	yangoz94/ml-depression-detection A web application that uses a ML/NLP model to detect depression based on...	19	Experimental	3	TypeScript
23	kbzh2558/dialogue_emotion_classification_via_multimodality Multimodal Emotion Classification	19	Experimental	—	Jupyter Notebook
24	rustamG88/emotion-adaptive-multimodal-cbt-assistant 🧠 Recognize emotions from text, audio, and video to generate adaptive...	18	Experimental	1	HTML
25	stackofsugar/depression-causal-analysis Fine-tuned Longformer model to detect root cause of depression in long texts.	18	Experimental	2	Jupyter Notebook
26	LukeADay/emotion-detector-transformers-api A REST API for detecting emotions in text, powered by a pre-trained...	17	Experimental	1	Python
27	Maiowaa/empathymetric-ai advanced emotion classification with 94% accuracy using pre-trained RoBERTa....	17	Experimental	—	HTML
28	nikobent/EmpathyDetection In this repository I include parts of my work for my Master's thesis with...	17	Experimental	1	Jupyter Notebook
29	ozense1/emotion_classify A complete end-to-end emotion classification project that predicts emotion...	17	Experimental	—	Jupyter Notebook
30	GeorgiosIoannouCoder/ecem-csa Evolution of Context and Emotion Modeling in Conversational Sentiment Analysis 🗣️💬🤖	17	Experimental	—	Python
31	AndreaLolli2912/SemEval2026-EmoVA SemEval-2026 Task 2: EmoVA. A Transformer-LSTM architecture with Set...	16	Experimental	1	Jupyter Notebook
32	yos-r/go_emotions Multi-Label Emotion Classification from Text Using Deep Learning :...	16	Experimental	1	Jupyter Notebook
33	Eddie-oss-369/AI_Emotional_Mirror 💬 Reflect on your emotions with AI Emotional Mirror, a tool that clarifies...	14	Experimental	1	Python
34	AlbertoNDL/emotion-classification-api End-to-end emotion classification system with training pipeline and...	13	Experimental	—	Python
35	Cyber-Mood/Emotion-Detection-Project Multi-Label Emotion Detection based in GoEmotions Dataset with ML Models and...	13	Experimental	—	Jupyter Notebook
36	TanishaKiran03/AIParent-Emotion-Harm-Detection AI system that detects emotional tone and harmful content using...	13	Experimental	—	Jupyter Notebook
37	itsmawna/Nlp-Mental-Health-Detection NLP project for multi-class mental health detection using TF-IDF + SVM and...	13	Experimental	—	Jupyter Notebook
38	SundayOni/cross-platform-emotion-classification Cross-platform emotion classification for mental health prediction using...	13	Experimental	—	Jupyter Notebook
39	adhishnanda/emotion-adaptive-multimodal-cbt-assistant Applied multimodal ML system combining text, audio, and visual emotion...	13	Experimental	—	HTML
40	Amaanzz/highlish-mlt-api Hinglish Multi-Task Transformer (Emotion + Sarcasm Detection) — Production...	12	Experimental	1	Python
41	SYEDFAIZAN1987/mindBERT mindBERT is a transformer-based model fine-tuned for mental health text...	11	Experimental	3	Jupyter Notebook
42	nawaf-ibrahim6/MDD Mental health diagnosis tool using NLP and ML for Arabic inputs, with a...	11	Experimental	3	Python
43	Allicai/EmotionClassification Performing emotion classification on a kaggle dataset using models such as...	11	Experimental	—	Jupyter Notebook
44	A-Koufakou/AugEmotionDetection Data Augmentation for Emotion Detection in Small Imbalanced Text Data (ICMLA 2023)	11	Experimental	3	Jupyter Notebook