作者位次 #11/22ACL 2026Poster· Natural Language Processing
LLME val-Fair: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models
Ming Zhang · Yujiong Shen · Jingyi Deng · Yuhui Wang · Huayu Sha · Kexin Tan · Qiyuan Peng · Yue Zhang · Junzhe Wang · Shichun Liu · Yueyuan Huang · Jingqi Tong · Changhao Jiang · Yilong Wu · Zhihao Zhang · Mingqi Wu · Mingxu Chai · Zhiheng Xi · Shihan Dou · Tao Gui · Qi Zhang · Xuanjing Huang
摘要
Existing evaluation of Large Language Models (LLMs) on static benchmarks is vulnerable to data contamination and leaderboard overfitting, critical issues that obscure true model capabilities. To address this, we introduce LLMEval-Fair, a framework for dynamic evaluation of LLMs. LLMEval-Fair is b...