TraceBench: Controlled Evaluation of LLM Agents for Time-Series Root-Cause Attribution

Tommaso Bendinelli, Artur Dox, Christian Holz

LLM agents are increasingly applied to anomaly detection and root-cause analysis in time-series observations collected from real-world systems; however, their performance on these…