AI RESEARCH
Inference Time Optimization with Confidence Dynamics
arXiv CS.CL
•
ArXi:2605.25244v1 Announce Type: new Inference time optimization techniques, such as repeated sampling, have significantly advanced the reasoning capabilities of Large Language Models (LLMs). However, the critical role of model uncertainty remains largely underexplored in these optimization strategies.