mathematical reasoning tasks
Mathematical reasoning tasks involve the application of logic and mathematical principles to solve problems. In AI, developing models that excel in these tasks can enhance capabilities in areas such as theorem proving and automated reasoning.
- Optimizing Anytime Reasoning via Budget Relative Policy Optimization
- Reasoning Planning for Language Models
- Rollout Roulette: A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods
- VPO: Reasoning Preferences Optimization Based on $\mathcal{V}$-Usable Information