Bring 2 cups water to a boil in a medium saucepan. Add peas; cook 1 minute. Drain and plunge peas into ice water; drain.
Combine peas, arugula, and mint in a large bowl. Add lemon juice, olive oil, salt, and pepper; toss well. Sprinkle with cheese. Serve immediately.