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Because the arm has less than 6-dof, the default IK setup really won't work. You can try turning on "position_only_ik" -- I believe that is now an option in the RVIZ plugin under the latest Hydro releases.

An alternative is to use an IKFast IK plugin, which can solve for the lower DOF arm to as close of a solution as possible. I had created an IKFast plugin for the turtlebot arm package (https://github.com/turtlebot/turtlebot_arm), but I believe it is now out of date due to a change in MoveIt's IK plugin base class.