Agentic Systems as Boosting Weak Reasoning Models

1. 1Build a committee of weak reasoning-model calls
2. 2Configure verifier-backed committee search as inference-time boosting
3. 3Test the performance of the committee against stronger models
4. 4Apply proposal coverage and local identifiability to recover latent correct solutions
5. 5Analyze the results to understand the impact of agentic systems on reasoning language models

AI engineers and researchers can benefit from this concept to enhance their language models, while data scientists can apply this technique to improve the accuracy of their models

💡 Agentic systems can leverage verifier-backed committee search to improve performance without relying on stronger models

💡 Boost weak reasoning models with agentic systems!