When you include reservists (of varying quality) the cake goes to North Korea with 30% (!), but notably also Cuba (11%), Taiwan (7.8%), Israel (7.6%).
During WWII, many nations managed to cumulatively mobilize 10-15% of their population (about 9%, 16 million, for the USA).
The US is the third most populous country so its military is still exceptionally big in absolute terms.
https://en.m.wikipedia.org/wiki/List_of_countries_by_number_...
This reads like a euphemism.
First, if you think Stalin wouldn't have taken his armies right to the Atlantic coast of France after crushing the Nazis, you'd be badly mistaken. It was specifically U.S. military power (and the atomic bomb) that stopped him from trying this. The rest of the allied powers were too exhausted and small to be credible deterrents.
After that, over the following decades on multiple occasions, the same thing applied, a major power, like the USSR or China was tacitly or openly stopped from taking things further or attacking more specifically because of US presence in the background. This applies to South Korea for sure, but also to many places in central Europe and elsewhere.
Today, the U.S. remains as the biggest deterrent of further Russian encroachment into places aside from those that it specifically considers its rightful domains (Ukraine, for example, where even foreign threats of retaliation couldn't stop a nationalistic sense of having the right to attack). I'd argue that this is one of the major reasons why Finland wasn't invaded long ago. (U.S. presence and the dawning realization among the Russian leadership that its supposedly strong remodernized military is much shittier, weaker and more corrupt than it was "supposed" to be.)
The US does spend more than average, but we're talking 3.5% vs the global average of 2.2% of GDP. So, the overwhelming might of the US military isn't because Americans are rapid warmongers, but because the US economy is the most productive per capita of all large countries by a massive margin.
https://en.wikipedia.org/wiki/List_of_countries_by_military_...
The US military isn't large in terms of personnel in uniform as a share of population, though.