context: It is impossible that Lily is a frog. It is highly likely that Jessica is a wolf. It is almost certain that Brian is gray. It is probably the case that if Brian is gray, or Jessica is a wolf, then Bernhard is a swan. It is unlikely that if either Jessica is a wolf, or Lily is a frog, then John went to the bedroom. It is certain that if Brian is gray, or Jessica is a wolf, then Mary moved to the office.
hypothesis: There is almost no chance that bernhard is a swan, or Lily is a frog.
valid_hypothesis: It is likely that bernhard is a swan, or Lily is a frog.
invalid_hypothesis: There is almost no chance that bernhard is a swan, or Lily is a frog.
hypothesis_assertion: Bernhard is a swan, or Lily is a frog.