Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

📰 ArXiv cs.AI

Learn how to improve reasoning capabilities in large language models using a data-efficient distillation framework, which matters for achieving better performance with less data

advanced Published 30 Jun 2026
Action Steps
  1. Apply distillation techniques to large language models to improve reasoning capabilities
  2. Use reinforcement learning and supervised fine-tuning to enhance model performance
  3. Configure multistage training to combine different learning methods
  4. Test the framework on tasks such as algorithmic coding and mathematical problem-solving
  5. Run experiments to evaluate the effectiveness of the data-efficient distillation framework
Who Needs to Know This

AI engineers and researchers on a team can benefit from this framework to develop more efficient and effective language models, while data scientists can apply this knowledge to improve model performance

Key Insight

💡 Data-efficient distillation can improve reasoning capabilities in LLMs without requiring large amounts of data

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💡 Improve LLM reasoning with data-efficient distillation!

Key Takeaways

Learn how to improve reasoning capabilities in large language models using a data-efficient distillation framework, which matters for achieving better performance with less data

Read full paper → ← Back to Reads

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