It's fairly easy to understand EOL, mainline and stable kernel, but I'm not sure about longterm here,

What does it mean, or how does it differ from stable kernel?
Check What does "stable/EOL" and "longterm" mean? @ https://www.kernel.org/category/faq.html
It means that they'll keep backporting fixes to it for a while, but no new development/enhancement goes into it.