maai-project/cjis-themes-classifier

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

from transformers import pipeline

classifier = pipeline(
    "text-classification",
    model="maai-org/cjis-themes-classifier",
    return_all_scores=True
)

result = classifier("Your climate article here...")