Liu, C., Li, X., Yang, B., Li, X., Li, N., Ye, J. and Lei, Y. 2026. Vibration-Language Model for Fault Diagnosis with Numerically Reliable Evidence. Journal of Dynamics, Monitoring and Diagnostics. (Sep. 2026). DOI:https://doi.org/10.37965/jdmd.2026.1588.