Disaster Tweet Classification Transformer Models

Tools for classifying tweets and social media posts to identify disaster-related content, emergency situations, and crisis events using transformer models. Does NOT include general text classification, fake news detection, or non-emergency sentiment analysis.

There are 15 disaster tweet classification models tracked. The highest-rated is prrao87/tweet-stance-prediction at 40/100 with 107 stars.

Get all 15 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=disaster-tweet-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	prrao87/tweet-stance-prediction Applying NLP transfer learning techniques to predict Tweet stance toward a topic	40	Emerging	107	Jupyter Notebook
2	JRC1995/BERT-Disaster-Classification-Capsule-Routing Exploration of BERT-BiLSTM models with Layer Aggregation (attention-based...	29	Experimental	25	Python
3	deepmancer/tweet-disaster-detection fine-tuned BERT and scikit-learn models for real-time classification of...	25	Experimental	5	Jupyter Notebook
4	brunn3is/ilab-erisk-2020 Repository accompanying the CLEF 2020 eRisk Workshop Working Notes for the...	22	Experimental	7	Jupyter Notebook
5	blazejdolicki/bert-sarcasm-detection Sarcasm detection with BERT	20	Experimental	6	Jupyter Notebook
6	YukiFujimatsu/Kaggle-Disaster-Tweets-DeBERTa SOTA-level NLP classification model for predicting real disaster tweets...	19	Experimental	—	Jupyter Notebook
7	M4D-MKLab-ITI/Crisis-Event-Detection-in-Short-Texts implementation of "Leveraging Transformer Self Attention Encoder for Crisis...	18	Experimental	5	Python
8	HHansi/Informative-Tweet-Identification InfoMiner in WNUT-2020 Task 2: Identification of informative COVID-19 English Tweets	16	Experimental	4	Python
9	vyshnavidevi11/Alert_Text_Detector Alert Text Detector is an NLP-based model that detects alert messages from...	15	Experimental	1	—
10	SuryaVamsi-P/Conflict-NLP-Topic-Modeling-Sentiment-Analysis-using-LLMs Extracts insights from 26K+ protest events using BERTopic, Top2Vec, and LLMs...	15	Experimental	1	Jupyter Notebook
11	saivasanthg/Alert_Text_Detector Alert Text Detector is an NLP-based model that detects alert messages from...	13	Experimental	—	Jupyter Notebook
12	victor7246/WNUT-2020-Task-2 System developed by team datamafia in WNUT 2020 Task 2: Identification of...	12	Experimental	4	Jupyter Notebook
13	tk-yasuno/disaster-question-answer Japanese disaster-focused question answering system : Utilizing the...	11	Experimental	—	Python
14	SKeval/disaster-tweet-detection a disaster tweet detection system using BERT transformers that distinguishes...	11	Experimental	—	Jupyter Notebook
15	den1ksk/NLP-With-DisasterTweets Kaggle competition	10	Experimental	1	Jupyter Notebook