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Zhoujun Cheng · Yutao Xie · Yuxiao Qu · Amrith Setlur · Shibo Hao · Varad Pimpalkhute · Tongtong Liang · Feng Yao · Zhengzhong Liu · Eric Xing · Virginia Smith · Russ Salakhutdinov · Zhiting Hu · Taylor W. Killian · Aviral Kumar
Yanbin Yin · Kun Zhou · Zhen Wang · Xiangdong Zhang · Yifei Shao · Shibo Hao · Yi Gu · Jieyuan Liu · Somanshu Singla · Tianyang Liu · Eric P. Xing · Zhengzhong Liu · Haojian Jin · Zhiting Hu
The recent explosion of large language models (LLMs), each with its own general or specialized strengths, makes scalable, reliable benchmarking more urgent than ever. Standard practices nowadays face fundamental trade-offs: closed-ended question-based benchmarks (MMLU) struggle with saturation as...