CJIS Co-pilot: Categories 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 categories

Task

Categories classification for climate journalism articles.

Labels (7)

  • climate_governance_policy
  • climate_physical_impacts
  • climate_socio_environmental_impacts
  • energy_transition
  • climate_adaptation
  • economic_frameworks
  • climate_skepticism

Usage

from transformers import pipeline

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

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