AI RESEARCH

Apriel-H1: The Surprising Key to Distilling Efficient Reasoning Models

Hugging Face Blog

What We Built The Non-Obvious Insight How to Apply It: Staged Distillation Making It Reproducible: Fast-LLM FAQs The Production Reality Takeaway Try It We converted our 15B reasoning model to a Mamba hybrid achieving 2.1x throughput with minimal quality loss. The key? A non-obvious insight about what data to distill on, and why intuition fails here.