Comment by ben_w

> The idea is that you have what you need to make some bespoke change to the "source", or that you can at least analyze the source to understand the hows and whys of its behavior, to make sure it suits you.

> Do weights provide either of those qualities?

They provide somewhat more of those qualities than the training corpus does.

Not a lot, especially for "understanding", but more.