Anne-Marie played the role of Ma Costa, a boat-dweller who transports Lyra to the Arctic.
Following his split from Duff, McAvoy met production assistant Lisa Liberati on the set of Split in Philadelphia in America.
The pair are thought to have been together for three years.
There has been speculation over whether the couple have married, with Lisa appearing to wear a wedding ring in a recent photo.
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