How should I punish a dog for running away?

It is not recommended to punish a dog for running away. Instead, focus on preventing future escapes by ensuring the dog is properly supervised, trained, and has a secure environment. If the dog does run away, focus on positive reinforcement and training to encourage them to stay close to you.