BEIJING—China’s currency is no longer undervalued given recent appreciation, but the government should pick up the pace in loosening controls on the exchange rate, a senior International Monetary Fund official said Tuesday.

Speaking at the conclusion of an annual review of the Chinese economy, IMF First Deputy Managing Director David Lipton said along with the exchange rate, China should further address economic imbalances, promoting consumption and reducing reliance on investment-fueled growth.

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