context: It is highly likely that Lily is yellow. It is probably the case that John went to the hallway. It is unlikely that Julius is green.
hypothesis: It is likely that either Lily is yellow, or John went to the hallway.
valid_hypothesis: It is probably not the case that either Lily is yellow, or John went to the hallway.
invalid_hypothesis: It is likely that either Lily is yellow, or John went to the hallway.
hypothesis_assertion: Either Lily is yellow, or John went to the hallway.