Effective processing, interpretation, and management of sensor data have emerged as a critical component of cyber-physical systems.Large Language Models (LLMs) show promising capabilities in processing sensory data, suggesting their potential for developing sensing systems.SensorBench, a comprehensive benchmark, is constructed to evaluate LLMs in sensor data processing.Results show that LLMs excel in simpler tasks but face challenges in processing compositional tasks compared to engineering experts.