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Image Credit: Arxiv

Cyborg Data: Merging Human with AI Generated Training Data

  • Automated scoring systems used in large-scale assessment traditionally require a large quantity of hand-scored data for accurate predictions.
  • Generative Large Language Models can generalize to new tasks with little to no data but still need fine-tuning.
  • The proposed model distillation pipeline, named 'Cyborg Data', combines human and machine-scored responses in training.
  • Student models trained on 'Cyborg Data' achieve performance similar to training on the entire dataset, using only 10% of the original hand-scored data.

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