Every one of these ratings is a ratio: useful output divided by energy input. What separates them is the conditions under which that ratio was measured. Some are seasonal averages meant to represent a whole summer or winter. Others are a snapshot at one specific outdoor temperature. Some cover electricity, others cover fuel. Mixing them up is the most common mistake homeowners make when comparing quotes, because a large number on one scale can look better than a genuinely better number on another scale.
The second thing worth knowing up front is that every rating comes from a laboratory test on a matched set of equipment under controlled conditions. It describes the machine, not your house. The rating is real and useful for comparing one machine against another, which is exactly what it was designed for. It is not a promise about your utility bill, and it never accounted for your ductwork, your insulation or the quality of the installation.