I received an email referring me to <https://bugs.edge.launchpad.net/ubuntu/+source/xkeyboard-config/+bug/400718>, which describes the symptoms accurately. If I disable "Alt is mapped to Right Win, Super to Menu", everything works correctly. I hadn't noticed this previously because this is a ThinkPad R60, which doesn't have a Right Win key.
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