Are We Testing Too Much? A Survey of Benchmark Compression for Efficient Evaluation of Large Language Models

Guoming Ling, Yupei Lin, Zhongzhan Huang +5

Benchmarks are essential for evaluating and improving large language models (LLMs). Yet many widely used benchmarks are redundant, making evaluation unnecessarily expensive. Benchm…