In terms of Intel and/or enterprise hardware, the values are reliable. You can cross-check them via IPMI Sensors (provided by BMC itself) or Intel powertop (by crosschecking cpu throttle states). Intel also writes relevant support code (cpufreqd, thermals, etc.) themselves.

The biggest offender in my experience is OrangePi Zero, but I need a thermal probe to verify it.