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Mix the olive oil with the lemon juice, season and set aside. Boil a large pan of salted water, then cook the beans for about 8 mins until tender. Drain well and leave to cool a little.
Toss the beans with half the dressing, the walnuts and rocket. Place in a serving dish and scatter with the Parmesan, then drizzle over the remaining dressing.