Deep Think with Confidence
Authors: Yichao Fu, Xuewei Wang, Yuandong Tian, Jiawei Zhao Paper: https://arxiv.org/abs/2508.15260 Code: https://jiaweizzhao.github.io/deepconf TL;DR WHAT was done? The authors introduce Deep Think with Confidence (DeepConf), a test-time inference method that enhances the reasoning capabilities of Large Language Models (LLMs). Instead of treating all generated reasoning paths equally, DeepConf leverages the model's internal log-probabilities to derive localized confidence scores. It operate