lm-provers/qed-nano-blogpost Insights

Explore model size vs proof performance with interactive charts and web-native features.
Feb 19, 2026

Summary

The QED-Nano project explores the relationship between model size and proof performance with an interactive chart. It aims to demonstrate that a tiny model can prove hard theorems, challenging the notion that large models are necessary. The project utilizes a 4B model to achieve Olympiad proofs.

Use Cases

The QED-Nano project can be used by researchers to explore the limitations of small models in proving complex theorems. It can also be used by educators to create interactive lessons on mathematical proofs. Additionally, the project's interactive chart can be used to visualize the relationship between model size and proof performance.

Target Audience

The target audience for the QED-Nano project includes researchers, scientists, and educators who are interested in exploring the capabilities of small models in proving complex theorems. The project's interactive nature also makes it accessible to students and individuals who want to learn about mathematical proofs in an engaging way.

Monetization Ideas

The QED-Nano project can be monetized through sponsored research collaborations, where organizations can partner with the project's creators to explore the applications of small models in proving complex theorems. The project's interactive chart can also be licensed to educational institutions, providing a unique teaching tool for mathematics and computer science courses. Furthermore, the project's creators can offer consulting services to help organizations implement small models in their own research and development efforts.

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