Beyond Task Completion: Revealing Corrupt Success in LLM Agents through Procedure-Aware Evaluation

Hongliu Cao, Ilias Driouich, Eoin Thomas

Large Language Model (LLM)-based agents are increasingly adopted in high-stakes settings, but current benchmarks evaluate mainly whether a task was completed, not how. We introduce…