Competence-Based Evaluation of Logical Reasoning in Large Language Models.

arXiv:2610.22894v1 Announce Type: cross Abstract: Recent advances in large language models (LLMs) have brought impressive performance across diverse tasks; however, shortcomings remain in logical reasoning, including inconsistencies under linguistic variation.