Recent Advances in Large Langauge Model Benchmarks against Data Contamination: From Static to Dynamic Evaluation. - Simin Chen; Yiming Chen 010; Zexin Li 001; Yifan Jiang; Zhongwei Wan; Yixin He 002; Dezhi Ran; Tianle Gu; Haizhou Li 001; Tao Xie 001; Baishakhi Ray (CoRR, 2025)