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PatentSBERTa โ€“ Final Green Patent Detection Model

This model is fine-tuned for binary classification of green patents.

Training Data

  • Silver labels (automatic LLM labeling)
  • Gold labels (QLoRA-powered MAS + Targeted Human-in-the-loop)

Architecture

  • Base model: AI-Growth-Lab/PatentSBERTa
  • Task: Binary sequence classification
  • Labels:
    • 0 = Non-Green
    • 1 = Green

Final Pipeline

Silver + Gold (QLoRA MAS + Targeted HITL)

Evaluation

Metric: F1-score on test split

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