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cs.CL2026
Cascaded Multi-Granularity Pruning for On-Device LLM Inference in Industrial IoT
Jinghan Wang, Yanjun Chen, Wei Zhang +3
Deploying large language models (LLMs) on Industrial Internet of Things (IIoT) edge devices demands extreme compression, yet existing structured pruning methods collapse at high co…
cs.CL2026
Progressive Knowledge-Guided Large Language Model Framework for Bearing Fault Diagnosis
Jinghan Wang, Gaoliang Peng, Yanjun Chen +3
Vibration-based bearing fault diagnosis requires resolving three interrelated measurement challenges, including the trade-off between global statistical feature efficiency and loca…