25 citations · 42 across the 9 of their papers we have counts for
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cs.CL2025
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…
cs.CV2025
MACEval: A Multi-Agent Continual Evaluation Network for Large Models
Zijian Chen, Yuze Sun, Yuan Tian +2
Hundreds of benchmarks dedicated to evaluating large models have been presented over the past few years. However, most of them remain closed-ended and are prone to overfitting due…
cs.CV2025
Just Noticeable Difference for Large Multimodal Models
Zijian Chen, Yuan Tian, Yuze Sun +5
Just noticeable difference (JND), the minimum change that the human visual system (HVS) can perceive, has been studied for decades. Although recent work has extended this line of r…