HyperLens: Quantifying Cognitive Effort in LLMs with Fine-grained Confidence Trajectory

Chengda Lu, Xiaoyu Fan, Wei Xu

While Large Language Models (LLMs) achieve strong performance across diverse tasks, their inference dynamics remain poorly understood because of the limited resolution of existing…