Reasoning under Uncertainty: Efficient LLM Inference via Unsupervised Confidence Dilution and Convergent Adaptive Sampling

Zhenning Shi | Yijia Zhu | Yi Xie | Junhan Shi | Guorui Xie | Haotian Zhang | Yong Jiang | Congcong Miao | Qing Li |