Increased power over weight ratio does count as "increased strength" IMO. You will run and bike much faster for one thing.
Exactly. This aligns to strategic weight cutting. Once you go up and then go back down, you feel stronger than you were for about as long as you continue regular training.
In other words, if they didn't cut they wouldn't be meeting that opponent at all because they would be in a different weight class.