README.md

---
title: WorldDisasterLM-8B
emoji: 🌍
colorFrom: red
colorTo: pink
sdk: gradio
app_file: app.py
pinned: true
license: other
tags:
  - disaster-management
  - emergency-response
  - humanitarian-ai
  - multilingual
  - fine-tuned
  - qlora
  - text-generation
short_description: Multilingual disaster guidance in 11 languages
---

# 🌍 WorldDisasterLM-8B

**Open Foundation Model for Global Disaster Intelligence**

WorldDisasterLM-8B is an instruction-tuned language model built on **Meta Llama 3.1 8B Instruct**,
domain-adapted on global humanitarian disaster data for emergency guidance, risk assessment, and
crisis intelligence — across **11 languages**.

## Features

- 🗣️ **11 Languages** — English, Nepali, Spanish, French, Arabic, Hindi, Telugu, Chinese, Japanese, Korean, Portuguese
- 🏔️ **Nepal-first** — Nepali (Devanagari) with NDRRMA citations
- 📊 **Risk Scoring** — Composite disaster risk calculation (vulnerability × exposure)
- ⚡ **Live Demo** — Ask emergency questions, get actionable guidance instantly
- 🌐 **Global Coverage** — Earthquakes, floods, cyclones, wildfires, tsunamis, landslides

## Training Data Sources

| Source | Description |
|---|---|
| ReliefWeb | Humanitarian reports and disaster assessments |
| USGS | Earthquake catalog (M≥4.0, 10-year archive) |
| NOAA | Weather alerts and severe weather events |
| GDACS | Global disaster alert coordination events |
| OpenFEMA | US federal disaster declarations |
| WHO | Disease outbreak news and public health alerts |

## Try It

Type any disaster-related question in your language:
- **English:** "What should I do immediately after an earthquake?"
- **Nepali:** "भूकम्पको बेला के गर्ने?"
- **Spanish:** "¿Qué hacer durante una inundación?"
- **Arabic:** "ما الذي يجب فعله أثناء الإعصار؟"

## Safety Notice

> ⚠️ This model is for **informational and educational purposes only**.
> Always follow official emergency orders from local authorities.
> Do not use as a sole source for life-safety decisions.

## Citation

```bibtex
@misc{worlddisasterlm2026,
  title  = {WorldDisasterLM: Open Foundation Model for Global Disaster Management},
  year   = {2026},
  url    = {https://huggingface.co/spaces/drdeveloper88/WorldDisasterLM-8B}
}
```