@article{fromstaticbenchmarkstodynamicprotocolage, title = {From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning}, author = {Seungdong Yoa and Sanghyu Yoon and Suhee Yoon and Dongmin Kim and Ye Seul Sim and Junhyun Lee and Woohyung Lim}, year = {2026}, eprint = {2602.23729}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.23729}, }