This is a Plain English Papers summary of a research paper called Small AI Solves Math: Phi-4-Mini-Reasoning's Surprising Success. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
- Explores small language models' ability to do mathematical reasoning
- Introduces Phi-4-Mini-Reasoning, a lightweight 400M parameter model
- Uses multi-stage training approach with knowledge distillation
- Tests performance on mathematical reasoning tasks
- Demonstrates strong results despite small model size
Plain English Explanation
The researchers took a small language model and trained it specifically to handle math problems. Rather than using massive models with billions of parameters, they created a compact 400 million parameter model called Phi-4-Mini-Reasoning...