Pruning the network leads to a smaller network. How does that help with understanding? Does compressing the network from 100M parameters to 10M parameters revea

Pruning the network leads to a smaller network. How does that help with understanding? Does compressing the network from 100M parameters to 10M parameters reveal "the underlying circuit diagram" that you can understand?