They are mostly replacements of the entire lamp head (in some cases the whole thing, standard included) with a permanent LED fitting rather than an LED bulb.
I've never seen a street light that has had a LED bulb retrofitted (but of course there may be some). They are nearly always a brand new fitting, and many of them are quite intelligent.
They can be controlled remotely, and be set to offer different brightness levels at different times of the day. I think they can also be operated as a mesh network and could potentially provide Wi-Fi or 5G connectivity in the future, if councils could make a business case.
The reduced light pollution is another plus, given the reduced glare. They are very directional and that's why they are pretty good for street lighting and on vehicles. That's not to say you won't find badly designed or fitted examples to blow that theory.
Hertfordshire County Council has got many lights turning off at midnight until around 0600 or 0630. It would seem that they operate at full brightness from dusk to switch off, then in a dimmed state on some roads in the morning.
It would seem logical to have some lights (say one in two or three) in a dimmed state all night, as that can provide enough light to see where you're going because your eyes will adjust (and there's no glare) but councils don't seem to have been that clever. Yet they then leave whole roads with the lights on all night, at full brightness.
I know there are A, B, C roads and so on - but there's often little logic as roads mostly used by cars are lit, those more likely used by people on foot are dark.