In a large stockpot, bring 6 cups of water to a boil. Add the shrimp and cook 2-3 minutes until tails curl and shrimp turn pink. Strain and rinse with cold water. Remove tails and set aside to cool.
Make the dressing. In a small bowl, whisk together the olive oil, lemon juice, shallot, mustard, herbs and stevia. Season with salt and pepper.
Divide arugula among plates. Top with chickpeas and shrimp.