Hi there,
When it comes to CPU compatibility I always use the Gigabyte list for a particular motherboard. The board might be able to take a 125W CPU, as your second link would suggest but, the only way of knowing for sure if it is safe to do this, would be to contact Gigabyte Technical Support and ask them.