Alex Song had a 20-yard volley ruled out for offside for the hosts.
Santi Cazorla put the visitors ahead from the penalty spot, following a foul by Winston Reid, before Danny Welbeck prodded Arsenal ahead.
Cheikhou Kouyate’s header gave the hosts hope but West Ham were unable to avoid a second successive defeat.
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