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Once you know you need data and what type of data you need specifically, you’ll have a choice between collecting the data with humans or leveraging a synthetic data solution. At a high level: (EXAMPLE CHANGE)
  • You want to push the overall frontier of model capabilities beyond best-in-class today
  • You want to improve or fine-tune specific capabilities beyond what a model can do today
  • You want to measure the performance of an AI system
  • Improvements in prompt engineering are still able to make a difference
  • You want to catch up to frontier models to have a solid baseline
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