>what is the expected observed change in the output before and after pruning?

The expected and observed change is virtually none. That's the whole point!

Notably, quantizing weights from 16bit weights to 4bit weights (reducing the size by 75%) also has almost no change in output quality when using modern algorithms like GPTQ.