Robin Thicke -- Pours Out Heart On Stage ... I'm Lost Without Paula

Robin Thicke got back to performing tonight and wasted no time using the stage to beg for Paula Patton's mercy ... opening up to the crowd about the break-up and dedicating a song to her.

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