Answer:
A. the
Explanation:
'the' and 'a' both seem to fit well but I lean towards 'the' because the speaker would know how big 'the' large conference room is if they were talking about a specific one. They would also most likely just say a large room instead of a large conference room if they were talking about a room big enough for something.
