Yes, in short.
THe game turn is comprised of two parts, player 1's turn, and player 2's turn. The game turn only ends when player 2 has finished their turn, so if you are going second and your opponent clears all your units from the table in his turn 2, you still get to roll for reserves and only if you fail to bring anything on does the game end.
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