EvoProbe: Evaluation-Driven Benchmark Evolution for LLM Agents.

arXiv:2610.19433v1 Announce Type: new Abstract: Static benchmarks for large language model (LLM) agents face saturation and data contamination risks, motivating continual updates to evaluation tasks. However, aggregate scores and success rates offer limited in