From the tooltips:

Patience: Increases the chance of landing an HQ fish by 50% while reducing Hook efficiency by 40%.

Patience II: Increases the chance of landing an HQ fish by 80% while reducing Hook efficiency by 75%. Increases the likelihood of catching larger fish.

Larger not big.