Evaluating from Benign to Dynamic Adversarial: A Squid Game for Large Language Models

Zijian Chen, Wenjun Zhang, Guangtao Zhai

The potential data contamination issue in contemporary large language models (LLMs) benchmarks presents a fundamental challenge to establishing trustworthy evaluation frameworks. M…