EvoProbe: Evaluation-Driven Benchmark Evolution for LLM Agents

Qianhong Guo, Wei Xie, Xiaofang Cai +3

Static benchmarks for large language model (LLM) agents face saturation and data contamination risks, motivating continual updates to evaluation tasks. However, aggregate scores an…