  We propose a two-agent game wherein a questioner must be able to conjure
discerning questions between sentences, incorporate responses from an answerer,
and keep track of a hypothesis state. The questioner must be able to understand
the information required to make its final guess, while also being able to
reason over the game's text environment based on the answerer's responses. We
experiment with an end-to-end model where both agents can learn simultaneously
to play the game, showing that simultaneously achieving high game accuracy and
producing meaningful questions can be a difficult trade-off.
