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The 32-year-old Brazil winger joins Arsenal on a free transfer after failing to agree on a new long-term contract with Chelsea.
The Brazilian winger sustained a muscle injury in the semifinal against Argentina and will miss Sunday's title clash with Peru.
Willian was also linked with a move away from Stamford Bridge, but Chelsea rebuffed offers from Barcelona earlier in the transfer window.