@article{measuringreasoningutilityinllmsviacondit, title = {Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction}, author = {Xu Guo}, year = {2025}, eprint = {2508.20395}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.20395}, }