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language: en
license: mit
library_name: pytorch
tags:
- climate-journalism
- cjis-copilot
- themes
- multi-label-classification
# Base: Custom MLM-trained DeBERTa (not on HuggingFace Hub)
---
# CJIS Co-pilot: Themes Classifier
Part of the Climate Journalism Intelligence System (CJIS) v3.1 "Journalistic Co-pilot".
## Architecture
- Base: Climate-pretrained DeBERTa (MLM on 20k climate articles)
- Head: Specialist classifier for themes
## Task
Themes classification for climate journalism articles.
## Labels (10)
- `emissions_carbon_pricing`
- `climate_finance_development`
- `food_security_public_health`
- `renewable_energy_tech`
- `fossil_fuel_industry`
- `grid_infrastructure`
- `just_transition`
- `climate_litigation`
- `extreme_weather_events`
- `biodiversity_ecosystems`
## Usage
```python
from transformers import pipeline
classifier = pipeline(
"text-classification",
model="maai-org/cjis-themes-classifier",
return_all_scores=True
)
result = classifier("Your climate article here...")
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