reasoning efficiency

4 papers

• Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization
• Causal Sufficiency and Necessity Improves Chain-of-Thought Reasoning
• How to Auto-optimize Prompts for Domain Tasks? Adaptive Prompting and Reasoning through Evolutionary Domain Knowledge Adaptation
• The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models