Knowledge gems give you more experience.
Each level increases the granted experience by 20%, meaning that by level 5 this perk efficiently doubles the amount of experience gained.
Tips[]
Spending a level for a benefit of reaching the next level faster is nothing but a waste of level, unless this is given for free.