CJIS v3.1 cjis-themes-classifier - Climate journalism multi-label classifier

858d467 verified 24 days ago

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language: en
license: mit
library_name: pytorch
tags:
  - climate-journalism
  - cjis-copilot
  - themes
  - multi-label-classification

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...")