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ReliefNer App

Overview

Purpose: Automate extraction of crucial information from chat apps for disaster relief.

Inspiration: Based on the work supporting Turkey-Syria earthquake relief operations.

Detailed Report: Check out RelifNER App Detailed Report for a comprehensive overview of the development process.

Features

Custom Text Classifier: Distinguishes between disaster-related and random messages.

Named Entity Recognition (NER): Identifies essential entities like names and phone numbers.

Technologies

HuggingFace & SpaCy: For training the text classifier and NER model.

Gradio: To create a user-friendly web interface.

Telegram Bot API: For collecting distress messages.

image

Quick Start

Data Collection: Utilizes synthetic messages generated by ChatGPT.

Model Training: Guides on fine-tuning models using HuggingFace and SpaCy.

Future Work

Multilingual Support: To cater to diverse linguistic needs.

Model Improvement: Continuous training for enhanced performance.

Contributions

Feedback: Suggestions for improvements are welcome.

Collaboration: Open to partnerships for further development.

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