I think you need a latch. In Jeopardy, some (most) contestants hit the button and release. That would allow a very close second place light to stay on if its button was held.
A switch debouncer circuit may work, but I second the micro as the simplest solution. Plus, the micro will give you the option of showing reaction time in milliseconds.