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The Eagles slipped by the Browns 20-16 from the Linc.
Deshaun Watson completed 16 of 23 passes for just 168 yards.
Amari Cooper had four catches for 42 yards, while Rodney McLeod returned a blocked field goal for a touchdown.
Cleveland lost its fourth straight game and is now 1-and-5 on the season.