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LLM Distillation Research Paper

ArxivArxivLLM Distillation Research Paper

LLM Distillation Research Paper

This is the core paper behind the “Distilling Step-by-Step” idea I explain in the video. If you want the exact framing—why rationales matter, how the student is trained, and what results to expect—this is the reference I’d start with before coding.

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Pros

  • +Clear motivation for why step-by-step supervision improves student reasoning
  • +Gives a concrete framework you can translate into a training pipeline
  • +Useful for designing evaluation beyond just final-answer accuracy

Cons

  • -You still need engineering work to reproduce it cleanly on your own data
  • -Results can be sensitive to how you generate and filter rationales

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