In a food processor, combine the cream cheese, milk, Parmesan, scallions, garlic, eggs, and lemon juice; pulse until smooth. Add the artichokes, salt, pepper, and cayenne, and pulse until just mixed, but still chunky. Transfer the mixture to a buttered, deep 4-cup casserole dish and bake until lightly browned and set, about 1 hour. Serve warm with crackers.
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